{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Machine Learning example on _1 billion_ samples: N. Y. CityCabs data\n",
    "\n",
    "### Predict the likely duration of a taxi trip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:10:57.111218Z",
     "start_time": "2020-01-22T10:10:55.032950Z"
    }
   },
   "outputs": [],
   "source": [
    "import vaex\n",
    "import vaex.ml\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "import pylab as plt\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Adjusting `matplotlib` parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:10:57.117198Z",
     "start_time": "2020-01-22T10:10:57.112756Z"
    }
   },
   "outputs": [],
   "source": [
    "SMALL_SIZE = 12\n",
    "MEDIUM_SIZE = 14\n",
    "BIGGER_SIZE = 16\n",
    "\n",
    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read in the data\n",
    "\n",
    "- Can \"read\" the memmory mapped file that we have on disk in no time.\n",
    "- `Vaex` can also read data stored on S3. The data is streamed on a need-to-have basis and is locally cached."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:10:57.237887Z",
     "start_time": "2020-01-22T10:10:57.118763Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-rw-r--r--  1 jovan  staff   107G Jul  3  2019 ./data/yellow_taxi_2009_2015_f32.hdf5\r\n"
     ]
    }
   ],
   "source": [
    "# Check the file size on disk\n",
    "!ls -l -h ./data/yellow_taxi_2009_2015_f32.hdf5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:10:57.290065Z",
     "start_time": "2020-01-22T10:10:57.239952Z"
    }
   },
   "outputs": [],
   "source": [
    "# Read in the data from disk\n",
    "df = vaex.open('./data/yellow_taxi_2009_2015_f32.hdf5')\n",
    "\n",
    "# # Alternatively, one can read in the data straight from AWS\n",
    "# df = vaex.open('s3://vaex/taxi/yellow_taxi_2009_2015_f32.hdf5?anon=true')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Opening a DataFrame straight from S3 will lazily download the data. Given the large quantity of data used in this notebook, this might disrupt ones workflow. Thus it may be more convenient to simply pre-fetch the relevant portions of the data prior to doing any work."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# One can also take a smaller subset of the data\n",
    "# df = df[:10_000_000]  \n",
    "\n",
    "# used_columns = \"\"\"dropoff_datetime pickup_datetime\n",
    "#                   trip_distance passenger_count\n",
    "#                   pickup_longitude pickup_latitude\n",
    "#                   dropoff_longitude\n",
    "#                   dropoff_latitude\n",
    "#                   \"\"\".split()\n",
    "# for col in used_columns:\n",
    "#     df.nop(col, progress='widget')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:10:57.343724Z",
     "start_time": "2020-01-22T10:10:57.291344Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                                        </th><th>vendor_id  </th><th>pickup_datetime              </th><th>dropoff_datetime             </th><th>passenger_count  </th><th>payment_type  </th><th>trip_distance     </th><th>pickup_longitude  </th><th>pickup_latitude   </th><th>rate_code  </th><th>store_and_fwd_flag  </th><th>dropoff_longitude  </th><th>dropoff_latitude  </th><th>fare_amount       </th><th>surcharge  </th><th>mta_tax  </th><th>tip_amount        </th><th>tolls_amount  </th><th>total_amount      </th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i>            </td><td>VTS        </td><td>2009-01-04 02:52:00.000000000</td><td>2009-01-04 03:02:00.000000000</td><td>1                </td><td>CASH          </td><td>2.630000114440918 </td><td>-73.99195861816406</td><td>40.72156524658203 </td><td>nan        </td><td>nan                 </td><td>-73.99380493164062 </td><td>40.6959228515625  </td><td>8.899999618530273 </td><td>0.5        </td><td>nan      </td><td>0.0               </td><td>0.0           </td><td>9.399999618530273 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i>            </td><td>VTS        </td><td>2009-01-04 03:31:00.000000000</td><td>2009-01-04 03:38:00.000000000</td><td>3                </td><td>Credit        </td><td>4.550000190734863 </td><td>-73.98210144042969</td><td>40.736289978027344</td><td>nan        </td><td>nan                 </td><td>-73.95584869384766 </td><td>40.768028259277344</td><td>12.100000381469727</td><td>0.5        </td><td>nan      </td><td>2.0               </td><td>0.0           </td><td>14.600000381469727</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i>            </td><td>VTS        </td><td>2009-01-03 15:43:00.000000000</td><td>2009-01-03 15:57:00.000000000</td><td>5                </td><td>Credit        </td><td>10.350000381469727</td><td>-74.0025863647461 </td><td>40.73974609375    </td><td>nan        </td><td>nan                 </td><td>-73.86997985839844 </td><td>40.770225524902344</td><td>23.700000762939453</td><td>0.0        </td><td>nan      </td><td>4.739999771118164 </td><td>0.0           </td><td>28.440000534057617</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i>            </td><td>DDS        </td><td>2009-01-01 20:52:58.000000000</td><td>2009-01-01 21:14:00.000000000</td><td>1                </td><td>CREDIT        </td><td>5.0               </td><td>-73.9742660522461 </td><td>40.79095458984375 </td><td>nan        </td><td>nan                 </td><td>-73.9965591430664  </td><td>40.731849670410156</td><td>14.899999618530273</td><td>0.5        </td><td>nan      </td><td>3.049999952316284 </td><td>0.0           </td><td>18.450000762939453</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>4</i>            </td><td>DDS        </td><td>2009-01-24 16:18:23.000000000</td><td>2009-01-24 16:24:56.000000000</td><td>1                </td><td>CASH          </td><td>0.4000000059604645</td><td>-74.00157928466797</td><td>40.719383239746094</td><td>nan        </td><td>nan                 </td><td>-74.00837707519531 </td><td>40.7203483581543  </td><td>3.700000047683716 </td><td>0.0        </td><td>nan      </td><td>0.0               </td><td>0.0           </td><td>3.700000047683716 </td></tr>\n",
       "<tr><td>...                                      </td><td>...        </td><td>...                          </td><td>...                          </td><td>...              </td><td>...           </td><td>...               </td><td>...               </td><td>...               </td><td>...        </td><td>...                 </td><td>...                </td><td>...               </td><td>...               </td><td>...        </td><td>...      </td><td>...               </td><td>...           </td><td>...               </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1,173,057,922</i></td><td>VTS        </td><td>2015-12-31 23:59:56.000000000</td><td>2016-01-01 00:08:18.000000000</td><td>5                </td><td>1             </td><td>1.2000000476837158</td><td>-73.99381256103516</td><td>40.72087097167969 </td><td>1.0        </td><td>0.0                 </td><td>-73.98621368408203 </td><td>40.722469329833984</td><td>7.5               </td><td>0.5        </td><td>0.5      </td><td>1.7599999904632568</td><td>0.0           </td><td>10.5600004196167  </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1,173,057,923</i></td><td>CMT        </td><td>2015-12-31 23:59:58.000000000</td><td>2016-01-01 00:05:19.000000000</td><td>2                </td><td>2             </td><td>2.0               </td><td>-73.96527099609375</td><td>40.76028060913086 </td><td>1.0        </td><td>0.0                 </td><td>-73.93951416015625 </td><td>40.75238800048828 </td><td>7.5               </td><td>0.5        </td><td>0.5      </td><td>0.0               </td><td>0.0           </td><td>8.800000190734863 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1,173,057,924</i></td><td>CMT        </td><td>2015-12-31 23:59:59.000000000</td><td>2016-01-01 00:12:55.000000000</td><td>2                </td><td>2             </td><td>3.799999952316284 </td><td>-73.98729705810547</td><td>40.739078521728516</td><td>1.0        </td><td>0.0                 </td><td>-73.9886703491211  </td><td>40.69329833984375 </td><td>13.5              </td><td>0.5        </td><td>0.5      </td><td>0.0               </td><td>0.0           </td><td>14.800000190734863</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1,173,057,925</i></td><td>VTS        </td><td>2015-12-31 23:59:59.000000000</td><td>2016-01-01 00:10:26.000000000</td><td>1                </td><td>2             </td><td>1.9600000381469727</td><td>-73.99755859375   </td><td>40.72569274902344 </td><td>1.0        </td><td>0.0                 </td><td>-74.01712036132812 </td><td>40.705322265625   </td><td>8.5               </td><td>0.5        </td><td>0.5      </td><td>0.0               </td><td>0.0           </td><td>9.800000190734863 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1,173,057,926</i></td><td>VTS        </td><td>2015-12-31 23:59:59.000000000</td><td>2016-01-01 00:21:30.000000000</td><td>1                </td><td>1             </td><td>1.059999942779541 </td><td>-73.9843978881836 </td><td>40.76725769042969 </td><td>1.0        </td><td>0.0                 </td><td>-73.99098205566406 </td><td>40.76057052612305 </td><td>13.5              </td><td>0.5        </td><td>0.5      </td><td>2.9600000381469727</td><td>0.0           </td><td>17.760000228881836</td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "#              vendor_id    pickup_datetime                dropoff_datetime               passenger_count    payment_type    trip_distance       pickup_longitude    pickup_latitude     rate_code    store_and_fwd_flag    dropoff_longitude    dropoff_latitude    fare_amount         surcharge    mta_tax    tip_amount          tolls_amount    total_amount\n",
       "0              VTS          2009-01-04 02:52:00.000000000  2009-01-04 03:02:00.000000000  1                  CASH            2.630000114440918   -73.99195861816406  40.72156524658203   nan          nan                   -73.99380493164062   40.6959228515625    8.899999618530273   0.5          nan        0.0                 0.0             9.399999618530273\n",
       "1              VTS          2009-01-04 03:31:00.000000000  2009-01-04 03:38:00.000000000  3                  Credit          4.550000190734863   -73.98210144042969  40.736289978027344  nan          nan                   -73.95584869384766   40.768028259277344  12.100000381469727  0.5          nan        2.0                 0.0             14.600000381469727\n",
       "2              VTS          2009-01-03 15:43:00.000000000  2009-01-03 15:57:00.000000000  5                  Credit          10.350000381469727  -74.0025863647461   40.73974609375      nan          nan                   -73.86997985839844   40.770225524902344  23.700000762939453  0.0          nan        4.739999771118164   0.0             28.440000534057617\n",
       "3              DDS          2009-01-01 20:52:58.000000000  2009-01-01 21:14:00.000000000  1                  CREDIT          5.0                 -73.9742660522461   40.79095458984375   nan          nan                   -73.9965591430664    40.731849670410156  14.899999618530273  0.5          nan        3.049999952316284   0.0             18.450000762939453\n",
       "4              DDS          2009-01-24 16:18:23.000000000  2009-01-24 16:24:56.000000000  1                  CASH            0.4000000059604645  -74.00157928466797  40.719383239746094  nan          nan                   -74.00837707519531   40.7203483581543    3.700000047683716   0.0          nan        0.0                 0.0             3.700000047683716\n",
       "...            ...          ...                            ...                            ...                ...             ...                 ...                 ...                 ...          ...                   ...                  ...                 ...                 ...          ...        ...                 ...             ...\n",
       "1,173,057,922  VTS          2015-12-31 23:59:56.000000000  2016-01-01 00:08:18.000000000  5                  1               1.2000000476837158  -73.99381256103516  40.72087097167969   1.0          0.0                   -73.98621368408203   40.722469329833984  7.5                 0.5          0.5        1.7599999904632568  0.0             10.5600004196167\n",
       "1,173,057,923  CMT          2015-12-31 23:59:58.000000000  2016-01-01 00:05:19.000000000  2                  2               2.0                 -73.96527099609375  40.76028060913086   1.0          0.0                   -73.93951416015625   40.75238800048828   7.5                 0.5          0.5        0.0                 0.0             8.800000190734863\n",
       "1,173,057,924  CMT          2015-12-31 23:59:59.000000000  2016-01-01 00:12:55.000000000  2                  2               3.799999952316284   -73.98729705810547  40.739078521728516  1.0          0.0                   -73.9886703491211    40.69329833984375   13.5                0.5          0.5        0.0                 0.0             14.800000190734863\n",
       "1,173,057,925  VTS          2015-12-31 23:59:59.000000000  2016-01-01 00:10:26.000000000  1                  2               1.9600000381469727  -73.99755859375     40.72569274902344   1.0          0.0                   -74.01712036132812   40.705322265625     8.5                 0.5          0.5        0.0                 0.0             9.800000190734863\n",
       "1,173,057,926  VTS          2015-12-31 23:59:59.000000000  2016-01-01 00:21:30.000000000  1                  1               1.059999942779541   -73.9843978881836   40.76725769042969   1.0          0.0                   -73.99098205566406   40.76057052612305   13.5                0.5          0.5        2.9600000381469727  0.0             17.760000228881836"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Inspect the data\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Split the data into train & test sets\n",
    "\n",
    "- All data prior to 2015 is train;\n",
    "- All data of 2015 is test."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:10:57.352301Z",
     "start_time": "2020-01-22T10:10:57.345101Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of samples in the training set: 1,026,944,937\n",
      "Number of samples in the test set:       146,112,990\n"
     ]
    }
   ],
   "source": [
    "# Train / test split (by date, data is ordered by year)\n",
    "df_train = df[:1_026_944_937]\n",
    "df_test = df[1_026_944_937:]\n",
    "df_test_prod = df_test.copy() # For an in-production scenario example\n",
    "\n",
    "print(f'Number of samples in the training set: {len(df_train):,}')\n",
    "print(f'Number of samples in the test set:       {len(df_test):,}')\n",
    "\n",
    "# Check if the lengths of the datasets match\n",
    "assert len(df) == len(df_test) + len(df_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Initial feature generation\n",
    " - create tha target variable: \"trip_duration_min\" (duration of the taxi trips in minutes)\n",
    " - the mean speed of the trip: \"trip_speed_mph\" (in miles per hour, useful for cleaning spurious samples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:10:57.356725Z",
     "start_time": "2020-01-22T10:10:57.354028Z"
    }
   },
   "outputs": [],
   "source": [
    "# Time in transit (minutes) - This is the target variable\n",
    "df_train['trip_duration_min'] = (df_train.dropoff_datetime - df_train.pickup_datetime) / \\\n",
    "                                   np.timedelta64(1, 'm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:10:57.362331Z",
     "start_time": "2020-01-22T10:10:57.359312Z"
    }
   },
   "outputs": [],
   "source": [
    "# Speed (miles per hour) - To be used for cleaning of the training data\n",
    "df_train['trip_speed_mph'] = df_train.trip_distance / \\\n",
    "                                ((df_train.dropoff_datetime - df_train.pickup_datetime) / \\\n",
    "                                np.timedelta64(1, 'h'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data cleaning\n",
    "\n",
    "- To get better insight into why the data has been cleaned in this way, please check [this Notebook](https://nbviewer.jupyter.org/github/vaexio/vaex-examples/blob/master/medium-nyc-taxi-data-eda/vaex-taxi-article.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:10:59.631624Z",
     "start_time": "2020-01-22T10:10:57.364081Z"
    }
   },
   "outputs": [],
   "source": [
    "# Filter abnormal number of passengers\n",
    "df_train = df_train[(df_train.passenger_count>0) & (df_train.passenger_count<7)]\n",
    "\n",
    "# Select taxi trips have travelled maximum 7 miles (but also with non-zero distance).\n",
    "df_train = df_train[(df_train.trip_distance > 0) & (df_train.trip_distance < 7)]\n",
    "\n",
    "# Filter taxi trips that have durations longer than 25 minutes or that lasted less than 3 minutes\n",
    "df_train = df_train[(df_train.trip_duration_min > 3) & (df_train.trip_duration_min < 25)]\n",
    "\n",
    "# Filter out errouneous average trip speeds.\n",
    "df_train = df_train[(df_train.trip_speed_mph > 1) & (df_train.trip_speed_mph < 60)]\n",
    "\n",
    "# Define the NYC boundaries\n",
    "long_min = -74.05\n",
    "long_max = -73.75\n",
    "lat_min = 40.58\n",
    "lat_max = 40.90\n",
    "\n",
    "# Make a selection based on the boundaries\n",
    "df_train = df_train[(df_train.pickup_longitude > long_min)  & (df_train.pickup_longitude < long_max) & \\\n",
    "                    (df_train.pickup_latitude > lat_min)    & (df_train.pickup_latitude < lat_max) & \\\n",
    "                    (df_train.dropoff_longitude > long_min) & (df_train.dropoff_longitude < long_max) & \\\n",
    "                    (df_train.dropoff_latitude > lat_min)   & (df_train.dropoff_latitude < lat_max)]\n",
    "\n",
    "# If there are unknown (N/A) pick-up or drop-off locations, choose a representative value. \n",
    "df_train['dropoff_latitude'] = df_train.dropoff_latitude.fillna(value=40.76)\n",
    "df_train['pickup_latitude'] = df_train.pickup_latitude.fillna(value=40.76)\n",
    "\n",
    "df_train['dropoff_longitude'] = df_train.dropoff_longitude.fillna(value=-73.99)\n",
    "df_train['pickup_longitude'] = df_train.pickup_longitude.fillna(value=-73.99)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create some additional features:\n",
    " - feature: the pickup time\n",
    " - feature: the pickup day\n",
    " - feature: the pickup month\n",
    " - feature: is the pickup on a weekend\n",
    " - feature: \"as the crow\" files distance between the pickup and the dropoff location\n",
    " - feature: the direction angle from the pickup to the dropoff location"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:11:00.223260Z",
     "start_time": "2020-01-22T10:10:59.632876Z"
    }
   },
   "outputs": [],
   "source": [
    "# Pickup datetime features\n",
    "df_train['pickup_time'] = df_train.pickup_datetime.dt.hour + df_train.pickup_datetime.dt.minute / 60.\n",
    "df_train['pickup_day'] = df_train.pickup_datetime.dt.dayofweek\n",
    "df_train['pickup_month'] = df_train.pickup_datetime.dt.month - 1 # so it starts from 0\n",
    "df_train['pickup_is_weekend'] = (df_train.pickup_day>=5).astype('int')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:11:01.165473Z",
     "start_time": "2020-01-22T10:11:00.224285Z"
    }
   },
   "outputs": [],
   "source": [
    "# Arc distance  in miles\n",
    "def arc_distance(theta_1, phi_1, theta_2, phi_2):\n",
    "    temp = (np.sin((theta_2-theta_1)/2*np.pi/180)**2\n",
    "           + np.cos(theta_1*np.pi/180)*np.cos(theta_2*np.pi/180) * np.sin((phi_2-phi_1)/2*np.pi/180)**2)\n",
    "    distance = 2 * np.arctan2(np.sqrt(temp), np.sqrt(1-temp))\n",
    "    return distance * 3958.8\n",
    "\n",
    "# Create the feature\n",
    "df_train['arc_distance'] = arc_distance(df_train.pickup_longitude, \n",
    "                                        df_train.pickup_latitude, \n",
    "                                        df_train.dropoff_longitude, \n",
    "                                        df_train.dropoff_latitude).jit_numba()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:11:01.208177Z",
     "start_time": "2020-01-22T10:11:01.166842Z"
    }
   },
   "outputs": [],
   "source": [
    "# Direction of travel in degrees\n",
    "def direction_angle(theta_1, phi_1, theta_2, phi_2):\n",
    "    dtheta = theta_2 - theta_1\n",
    "    dphi = phi_2 - phi_1\n",
    "    radians = np.arctan2(dtheta, dphi)\n",
    "    return np.rad2deg(radians)\n",
    "\n",
    "# Create the feature\n",
    "df_train['direction_angle'] = direction_angle(df_train.pickup_longitude, \n",
    "                                              df_train.pickup_latitude, \n",
    "                                              df_train.dropoff_longitude, \n",
    "                                              df_train.dropoff_latitude).jit_numba()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Review the newly created features, and at the same time evaluate created filters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:11:49.739664Z",
     "start_time": "2020-01-22T10:11:01.209615Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                                      </th><th>vendor_id  </th><th>pickup_datetime              </th><th>dropoff_datetime             </th><th>passenger_count  </th><th>payment_type  </th><th>trip_distance     </th><th>pickup_longitude  </th><th>pickup_latitude   </th><th>rate_code  </th><th>store_and_fwd_flag  </th><th>dropoff_longitude  </th><th>dropoff_latitude  </th><th>fare_amount       </th><th>surcharge  </th><th>mta_tax  </th><th>tip_amount       </th><th>tolls_amount  </th><th>total_amount      </th><th>trip_duration_min  </th><th>trip_speed_mph    </th><th>pickup_time       </th><th>pickup_day  </th><th>pickup_month  </th><th>pickup_is_weekend  </th><th>arc_distance       </th><th>direction_angle    </th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i>          </td><td>VTS        </td><td>2009-01-04 02:52:00.000000000</td><td>2009-01-04 03:02:00.000000000</td><td>1                </td><td>CASH          </td><td>2.630000114440918 </td><td>-73.99195861816406</td><td>40.72156524658203 </td><td>nan        </td><td>nan                 </td><td>-73.99380493164062 </td><td>40.6959228515625  </td><td>8.899999618530273 </td><td>0.5        </td><td>nan      </td><td>0.0              </td><td>0.0           </td><td>9.399999618530273 </td><td>10.0               </td><td>15.780000686645508</td><td>2.8666666666666667</td><td>6           </td><td>0             </td><td>1                  </td><td>0.5049489140510559 </td><td>-175.88168334960938</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i>          </td><td>VTS        </td><td>2009-01-04 03:31:00.000000000</td><td>2009-01-04 03:38:00.000000000</td><td>3                </td><td>Credit        </td><td>4.550000190734863 </td><td>-73.98210144042969</td><td>40.736289978027344</td><td>nan        </td><td>nan                 </td><td>-73.95584869384766 </td><td>40.768028259277344</td><td>12.100000381469727</td><td>0.5        </td><td>nan      </td><td>2.0              </td><td>0.0           </td><td>14.600000381469727</td><td>7.0                </td><td>39.00000163487026 </td><td>3.5166666666666666</td><td>6           </td><td>0             </td><td>1                  </td><td>1.9123317003250122 </td><td>39.596309661865234 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i>          </td><td>DDS        </td><td>2009-01-01 20:52:58.000000000</td><td>2009-01-01 21:14:00.000000000</td><td>1                </td><td>CREDIT        </td><td>5.0               </td><td>-73.9742660522461 </td><td>40.79095458984375 </td><td>nan        </td><td>nan                 </td><td>-73.9965591430664  </td><td>40.731849670410156</td><td>14.899999618530273</td><td>0.5        </td><td>nan      </td><td>3.049999952316284</td><td>0.0           </td><td>18.450000762939453</td><td>21.033333333333335 </td><td>14.263074484944532</td><td>20.866666666666667</td><td>3           </td><td>0             </td><td>0                  </td><td>1.9083821773529053 </td><td>-159.33460998535156</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i>          </td><td>DDS        </td><td>2009-01-24 16:18:23.000000000</td><td>2009-01-24 16:24:56.000000000</td><td>1                </td><td>CASH          </td><td>0.4000000059604645</td><td>-74.00157928466797</td><td>40.719383239746094</td><td>nan        </td><td>nan                 </td><td>-74.00837707519531 </td><td>40.7203483581543  </td><td>3.700000047683716 </td><td>0.0        </td><td>nan      </td><td>0.0              </td><td>0.0           </td><td>3.700000047683716 </td><td>6.55               </td><td>3.664122192004255 </td><td>16.3              </td><td>5           </td><td>0             </td><td>1                  </td><td>0.4700464904308319 </td><td>-81.91941833496094 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>4</i>          </td><td>DDS        </td><td>2009-01-16 22:35:59.000000000</td><td>2009-01-16 22:43:35.000000000</td><td>2                </td><td>CASH          </td><td>1.2000000476837158</td><td>-73.98980712890625</td><td>40.73500442504883 </td><td>nan        </td><td>nan                 </td><td>-73.98502349853516 </td><td>40.72449493408203 </td><td>6.099999904632568 </td><td>0.5        </td><td>nan      </td><td>0.0              </td><td>0.0           </td><td>6.599999904632568 </td><td>7.6                </td><td>9.473684586976702 </td><td>22.583333333333332</td><td>4           </td><td>0             </td><td>0                  </td><td>0.3864792585372925 </td><td>155.52627563476562 </td></tr>\n",
       "<tr><td>...                                    </td><td>...        </td><td>...                          </td><td>...                          </td><td>...              </td><td>...           </td><td>...               </td><td>...               </td><td>...               </td><td>...        </td><td>...                 </td><td>...                </td><td>...               </td><td>...               </td><td>...        </td><td>...      </td><td>...              </td><td>...           </td><td>...               </td><td>...                </td><td>...               </td><td>...               </td><td>...         </td><td>...           </td><td>...                </td><td>...                </td><td>...                </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>812,816,590</i></td><td>VTS        </td><td>2014-12-15 19:11:00.000000000</td><td>2014-12-15 19:17:00.000000000</td><td>6                </td><td>CSH           </td><td>0.5899999737739563</td><td>-73.9603500366211 </td><td>40.76624298095703 </td><td>1.0        </td><td>nan                 </td><td>-73.96752166748047 </td><td>40.76290512084961 </td><td>5.5               </td><td>1.0        </td><td>0.5      </td><td>0.0              </td><td>0.0           </td><td>7.0               </td><td>6.0                </td><td>5.899999737739563 </td><td>19.183333333333334</td><td>0           </td><td>11            </td><td>0                  </td><td>0.49959608912467957</td><td>-114.95848083496094</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>812,816,591</i></td><td>VTS        </td><td>2014-12-15 18:53:00.000000000</td><td>2014-12-15 19:15:00.000000000</td><td>1                </td><td>CRD           </td><td>3.0               </td><td>-73.98713684082031</td><td>40.73884201049805 </td><td>1.0        </td><td>nan                 </td><td>-73.9609375        </td><td>40.77593994140625 </td><td>15.5              </td><td>1.0        </td><td>0.5      </td><td>1.0              </td><td>0.0           </td><td>18.0              </td><td>22.0               </td><td>8.181818181818182 </td><td>18.883333333333333</td><td>0           </td><td>11            </td><td>0                  </td><td>1.943618893623352  </td><td>35.23054504394531  </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>812,816,592</i></td><td>VTS        </td><td>2014-12-15 19:20:00.000000000</td><td>2014-12-15 19:25:00.000000000</td><td>2                </td><td>CSH           </td><td>0.6600000262260437</td><td>-73.95462799072266</td><td>40.77800750732422 </td><td>1.0        </td><td>nan                 </td><td>-73.96318817138672 </td><td>40.776947021484375</td><td>5.0               </td><td>1.0        </td><td>0.5      </td><td>0.0              </td><td>0.0           </td><td>6.5               </td><td>5.0                </td><td>7.920000314712524 </td><td>19.333333333333332</td><td>0           </td><td>11            </td><td>0                  </td><td>0.5918043851852417 </td><td>-97.0621566772461  </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>812,816,593</i></td><td>VTS        </td><td>2014-12-16 01:45:00.000000000</td><td>2014-12-16 01:54:00.000000000</td><td>1                </td><td>CRD           </td><td>2.680000066757202 </td><td>-73.9609603881836 </td><td>40.79698944091797 </td><td>1.0        </td><td>nan                 </td><td>-73.98635864257812 </td><td>40.76822280883789 </td><td>10.0              </td><td>0.5        </td><td>0.5      </td><td>2.619999885559082</td><td>0.0           </td><td>13.619999885559082</td><td>9.0                </td><td>17.866667111714683</td><td>1.75              </td><td>1           </td><td>11            </td><td>0                  </td><td>1.838662028312683  </td><td>-138.55850219726562</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>812,816,594</i></td><td>VTS        </td><td>2014-12-16 02:19:00.000000000</td><td>2014-12-16 02:23:00.000000000</td><td>1                </td><td>CSH           </td><td>1.2699999809265137</td><td>-73.98861694335938</td><td>40.748661041259766</td><td>1.0        </td><td>nan                 </td><td>-73.98274993896484 </td><td>40.76218795776367 </td><td>6.0               </td><td>0.5        </td><td>0.5      </td><td>0.0              </td><td>0.0           </td><td>7.0               </td><td>4.0                </td><td>19.049999713897705</td><td>2.3166666666666664</td><td>1           </td><td>11            </td><td>0                  </td><td>0.48042941093444824</td><td>23.447734832763672 </td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "#            vendor_id    pickup_datetime                dropoff_datetime               passenger_count    payment_type    trip_distance       pickup_longitude    pickup_latitude     rate_code    store_and_fwd_flag    dropoff_longitude    dropoff_latitude    fare_amount         surcharge    mta_tax    tip_amount         tolls_amount    total_amount        trip_duration_min    trip_speed_mph      pickup_time         pickup_day    pickup_month    pickup_is_weekend    arc_distance         direction_angle\n",
       "0            VTS          2009-01-04 02:52:00.000000000  2009-01-04 03:02:00.000000000  1                  CASH            2.630000114440918   -73.99195861816406  40.72156524658203   nan          nan                   -73.99380493164062   40.6959228515625    8.899999618530273   0.5          nan        0.0                0.0             9.399999618530273   10.0                 15.780000686645508  2.8666666666666667  6             0               1                    0.5049489140510559   -175.88168334960938\n",
       "1            VTS          2009-01-04 03:31:00.000000000  2009-01-04 03:38:00.000000000  3                  Credit          4.550000190734863   -73.98210144042969  40.736289978027344  nan          nan                   -73.95584869384766   40.768028259277344  12.100000381469727  0.5          nan        2.0                0.0             14.600000381469727  7.0                  39.00000163487026   3.5166666666666666  6             0               1                    1.9123317003250122   39.596309661865234\n",
       "2            DDS          2009-01-01 20:52:58.000000000  2009-01-01 21:14:00.000000000  1                  CREDIT          5.0                 -73.9742660522461   40.79095458984375   nan          nan                   -73.9965591430664    40.731849670410156  14.899999618530273  0.5          nan        3.049999952316284  0.0             18.450000762939453  21.033333333333335   14.263074484944532  20.866666666666667  3             0               0                    1.9083821773529053   -159.33460998535156\n",
       "3            DDS          2009-01-24 16:18:23.000000000  2009-01-24 16:24:56.000000000  1                  CASH            0.4000000059604645  -74.00157928466797  40.719383239746094  nan          nan                   -74.00837707519531   40.7203483581543    3.700000047683716   0.0          nan        0.0                0.0             3.700000047683716   6.55                 3.664122192004255   16.3                5             0               1                    0.4700464904308319   -81.91941833496094\n",
       "4            DDS          2009-01-16 22:35:59.000000000  2009-01-16 22:43:35.000000000  2                  CASH            1.2000000476837158  -73.98980712890625  40.73500442504883   nan          nan                   -73.98502349853516   40.72449493408203   6.099999904632568   0.5          nan        0.0                0.0             6.599999904632568   7.6                  9.473684586976702   22.583333333333332  4             0               0                    0.3864792585372925   155.52627563476562\n",
       "...          ...          ...                            ...                            ...                ...             ...                 ...                 ...                 ...          ...                   ...                  ...                 ...                 ...          ...        ...                ...             ...                 ...                  ...                 ...                 ...           ...             ...                  ...                  ...\n",
       "812,816,590  VTS          2014-12-15 19:11:00.000000000  2014-12-15 19:17:00.000000000  6                  CSH             0.5899999737739563  -73.9603500366211   40.76624298095703   1.0          nan                   -73.96752166748047   40.76290512084961   5.5                 1.0          0.5        0.0                0.0             7.0                 6.0                  5.899999737739563   19.183333333333334  0             11              0                    0.49959608912467957  -114.95848083496094\n",
       "812,816,591  VTS          2014-12-15 18:53:00.000000000  2014-12-15 19:15:00.000000000  1                  CRD             3.0                 -73.98713684082031  40.73884201049805   1.0          nan                   -73.9609375          40.77593994140625   15.5                1.0          0.5        1.0                0.0             18.0                22.0                 8.181818181818182   18.883333333333333  0             11              0                    1.943618893623352    35.23054504394531\n",
       "812,816,592  VTS          2014-12-15 19:20:00.000000000  2014-12-15 19:25:00.000000000  2                  CSH             0.6600000262260437  -73.95462799072266  40.77800750732422   1.0          nan                   -73.96318817138672   40.776947021484375  5.0                 1.0          0.5        0.0                0.0             6.5                 5.0                  7.920000314712524   19.333333333333332  0             11              0                    0.5918043851852417   -97.0621566772461\n",
       "812,816,593  VTS          2014-12-16 01:45:00.000000000  2014-12-16 01:54:00.000000000  1                  CRD             2.680000066757202   -73.9609603881836   40.79698944091797   1.0          nan                   -73.98635864257812   40.76822280883789   10.0                0.5          0.5        2.619999885559082  0.0             13.619999885559082  9.0                  17.866667111714683  1.75                1             11              0                    1.838662028312683    -138.55850219726562\n",
       "812,816,594  VTS          2014-12-16 02:19:00.000000000  2014-12-16 02:23:00.000000000  1                  CSH             1.2699999809265137  -73.98861694335938  40.748661041259766  1.0          nan                   -73.98274993896484   40.76218795776367   6.0                 0.5          0.5        0.0                0.0             7.0                 4.0                  19.049999713897705  2.3166666666666664  1             11              0                    0.48042941093444824  23.447734832763672"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get a preview of the training data\n",
    "df_train"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Transform features: PCA of the pick-up and drop-off locations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:12:18.600749Z",
     "start_time": "2020-01-22T10:11:49.741037Z"
    }
   },
   "outputs": [],
   "source": [
    "# PCA of the pickup and dropoff locations - helps to \"straighten out\" the coordinates\n",
    "\n",
    "# pickup transformations\n",
    "pca_pickup = vaex.ml.PCA(features=['pickup_longitude', 'pickup_latitude'], n_components=2, prefix='PCA_pickup_')\n",
    "df_train = pca_pickup.fit_transform(df_train)\n",
    "\n",
    "# dropoff transformations\n",
    "pca_dropoff = vaex.ml.PCA(features=['dropoff_longitude', 'dropoff_latitude'], n_components=2, prefix='PCA_dropoff_')\n",
    "df_train = pca_dropoff.fit_transform(df_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:13:04.441288Z",
     "start_time": "2020-01-22T10:12:18.602416Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualise the PCA results to make sure they makes sense\n",
    "plt.figure(figsize=(14, 10))\n",
    "\n",
    "plt.subplot(221)\n",
    "plt.title('Original coordinates', fontsize=16)\n",
    "df_train.plot(df_train.pickup_longitude, df_train.pickup_latitude,\n",
    "              limits='minmax', f='log1p', shape=256,\n",
    "              colormap='plasma', colorbar=False, \n",
    "              xlabel='pick-up longitude', ylabel='pick-up latitude')\n",
    "\n",
    "plt.subplot(222)\n",
    "plt.title('PCA transformed', fontsize=16)\n",
    "df_train.plot(df_train.PCA_pickup_0, df_train.PCA_pickup_1,\n",
    "              limits='minmax', f='log1p', shape=256,\n",
    "              colormap='plasma', colorbar=False,\n",
    "              xlabel='PCA_pickup_0', ylabel='PCA_pickup_1')\n",
    "              \n",
    "\n",
    "plt.subplot(223)\n",
    "df_train.plot(df_train.dropoff_longitude, df_train.dropoff_latitude,\n",
    "              limits='minmax', f='log1p', shape=256,\n",
    "              colormap='plasma', colorbar=False,\n",
    "              xlabel='drop-off longitude', ylabel='drop-off latitude')\n",
    "\n",
    "plt.subplot(224)\n",
    "df_train.plot(df_train.PCA_dropoff_0, df_train.PCA_dropoff_1,\n",
    "              limits='minmax', f='log1p', shape=256,\n",
    "              colormap='plasma', colorbar=False,\n",
    "              xlabel='PCA_dropoff_0', ylabel='PCA_dropoff_1')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Handling temporal (cyclical) features\n",
    " - Assume the temporal feature is the $\\theta$ coordinate of a unit circle in polar coordinates. Conver it to Cartesian $(x, y)$ coordinates. This preserves the continuity (12 o'clock is close to 1 o'clock)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:13:04.464655Z",
     "start_time": "2020-01-22T10:13:04.442449Z"
    }
   },
   "outputs": [],
   "source": [
    "# Time\n",
    "cycl_transform_time = vaex.ml.CycleTransformer(features=['pickup_time'], n=24)\n",
    "df_train = cycl_transform_time.fit_transform(df_train)\n",
    "\n",
    "# Day\n",
    "cycl_transform_day = vaex.ml.CycleTransformer(features=['pickup_day'], n=7)\n",
    "df_train = cycl_transform_day.fit_transform(df_train)\n",
    "\n",
    "# Month\n",
    "cycl_transform_month = vaex.ml.CycleTransformer(features=['pickup_month'], n=12)\n",
    "df_train = cycl_transform_month.fit_transform(df_train)\n",
    "\n",
    "# Direction angle\n",
    "cycl_transform_angle = vaex.ml.CycleTransformer(features=['direction_angle'], n=360)\n",
    "df_train = cycl_transform_angle.fit_transform(df_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To make sure that the above transformations make sense, let's plot the transformed coordinates for the pickup_time feature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:13:23.967612Z",
     "start_time": "2020-01-22T10:13:04.465851Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's see how the transformed date would look like\n",
    "df_train.plot(x='pickup_time_x', y='pickup_time_y', \n",
    "              shape=128, limits=[-1, 1],\n",
    "              figsize=(5, 5),\n",
    "              colorbar=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that unlike a regular wall clock, all 24 hours are represented on the circle below. So in this case:\n",
    "    - \"midnight\" has coordinates (x, y) = (1, 0)\n",
    "    - \"6 o'clock\" has coordinates (x, y) = (0, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scaling of numerical features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:13:43.069033Z",
     "start_time": "2020-01-22T10:13:23.970529Z"
    }
   },
   "outputs": [],
   "source": [
    "# Standard scaling of numerical features\n",
    "standard_scaler = vaex.ml.StandardScaler(features=['arc_distance'])\n",
    "df_train = standard_scaler.fit_transform(df_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-22T14:28:19.192463Z",
     "start_time": "2019-11-22T14:28:18.246341Z"
    }
   },
   "source": [
    "### Preview the training features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:13:45.747391Z",
     "start_time": "2020-01-22T10:13:43.071500Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th style=\"text-align: right;\">  PCA_pickup_0</th><th style=\"text-align: right;\">  PCA_pickup_1</th><th style=\"text-align: right;\">  PCA_dropoff_0</th><th style=\"text-align: right;\">  PCA_dropoff_1</th><th style=\"text-align: right;\">  standard_scaled_arc_distance</th><th style=\"text-align: right;\">  pickup_time_x</th><th style=\"text-align: right;\">  pickup_day_x</th><th style=\"text-align: right;\">  pickup_month_x</th><th style=\"text-align: right;\">  direction_angle_x</th><th style=\"text-align: right;\">  pickup_time_y</th><th style=\"text-align: right;\">  pickup_day_y</th><th style=\"text-align: right;\">  pickup_month_y</th><th style=\"text-align: right;\">  direction_angle_y</th><th style=\"text-align: right;\">  pickup_is_weekend</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td style=\"text-align: right;\">   -0.0309687 </td><td style=\"text-align: right;\">   -0.00923445</td><td style=\"text-align: right;\">    -0.0549368 </td><td style=\"text-align: right;\">   -0.0194697  </td><td style=\"text-align: right;\">                     -0.723864</td><td style=\"text-align: right;\">      0.731354 </td><td style=\"text-align: right;\">      0.62349 </td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">         -0.997418 </td><td style=\"text-align: right;\">       0.681998</td><td style=\"text-align: right;\">     -0.781831</td><td style=\"text-align: right;\">               0</td><td style=\"text-align: right;\">          -0.071816</td><td style=\"text-align: right;\">                  1</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td style=\"text-align: right;\">   -0.0132836 </td><td style=\"text-align: right;\">   -0.00813007</td><td style=\"text-align: right;\">     0.0260018 </td><td style=\"text-align: right;\">   -0.0100453  </td><td style=\"text-align: right;\">                      0.846021</td><td style=\"text-align: right;\">      0.605294 </td><td style=\"text-align: right;\">      0.62349 </td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">          0.770554 </td><td style=\"text-align: right;\">       0.796002</td><td style=\"text-align: right;\">     -0.781831</td><td style=\"text-align: right;\">               0</td><td style=\"text-align: right;\">           0.637374</td><td style=\"text-align: right;\">                  1</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td style=\"text-align: right;\">    0.0349145 </td><td style=\"text-align: right;\">    0.0188245 </td><td style=\"text-align: right;\">    -0.0268506 </td><td style=\"text-align: right;\">    0.00310216 </td><td style=\"text-align: right;\">                      0.841615</td><td style=\"text-align: right;\">      0.681998 </td><td style=\"text-align: right;\">     -0.900969</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">         -0.935657 </td><td style=\"text-align: right;\">      -0.731354</td><td style=\"text-align: right;\">      0.433884</td><td style=\"text-align: right;\">               0</td><td style=\"text-align: right;\">          -0.35291 </td><td style=\"text-align: right;\">                  0</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i></td><td style=\"text-align: right;\">   -0.0385425 </td><td style=\"text-align: right;\">   -0.00291336</td><td style=\"text-align: right;\">    -0.0430175 </td><td style=\"text-align: right;\">    0.00635435 </td><td style=\"text-align: right;\">                     -0.762796</td><td style=\"text-align: right;\">     -0.430511 </td><td style=\"text-align: right;\">     -0.222521</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">          0.140566 </td><td style=\"text-align: right;\">      -0.902585</td><td style=\"text-align: right;\">     -0.974928</td><td style=\"text-align: right;\">               0</td><td style=\"text-align: right;\">          -0.990071</td><td style=\"text-align: right;\">                  1</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>4</i></td><td style=\"text-align: right;\">   -0.0189826 </td><td style=\"text-align: right;\">   -0.00278667</td><td style=\"text-align: right;\">    -0.0264009 </td><td style=\"text-align: right;\">   -0.0105712  </td><td style=\"text-align: right;\">                     -0.856012</td><td style=\"text-align: right;\">      0.932008 </td><td style=\"text-align: right;\">     -0.900969</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">         -0.910151 </td><td style=\"text-align: right;\">      -0.362438</td><td style=\"text-align: right;\">     -0.433884</td><td style=\"text-align: right;\">               0</td><td style=\"text-align: right;\">           0.414276</td><td style=\"text-align: right;\">                  0</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>5</i></td><td style=\"text-align: right;\">   -0.00869855</td><td style=\"text-align: right;\">   -0.00217986</td><td style=\"text-align: right;\">    -0.00355497</td><td style=\"text-align: right;\">   -0.000696072</td><td style=\"text-align: right;\">                     -0.973832</td><td style=\"text-align: right;\">     -0.691513 </td><td style=\"text-align: right;\">     -0.222521</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">          0.817867 </td><td style=\"text-align: right;\">       0.722364</td><td style=\"text-align: right;\">      0.974928</td><td style=\"text-align: right;\">               0</td><td style=\"text-align: right;\">           0.575407</td><td style=\"text-align: right;\">                  0</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>6</i></td><td style=\"text-align: right;\">   -0.0100842 </td><td style=\"text-align: right;\">    0.00757169</td><td style=\"text-align: right;\">    -0.0292228 </td><td style=\"text-align: right;\">    0.000294064</td><td style=\"text-align: right;\">                     -0.804197</td><td style=\"text-align: right;\">      0.378649 </td><td style=\"text-align: right;\">      0.62349 </td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">         -0.989393 </td><td style=\"text-align: right;\">       0.925541</td><td style=\"text-align: right;\">     -0.781831</td><td style=\"text-align: right;\">               0</td><td style=\"text-align: right;\">          -0.145266</td><td style=\"text-align: right;\">                  1</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>7</i></td><td style=\"text-align: right;\">    0.0045462 </td><td style=\"text-align: right;\">   -0.0101312 </td><td style=\"text-align: right;\">    -0.00750687</td><td style=\"text-align: right;\">    0.008896   </td><td style=\"text-align: right;\">                      0.310404</td><td style=\"text-align: right;\">     -0.386711 </td><td style=\"text-align: right;\">      1       </td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">          0.0883862</td><td style=\"text-align: right;\">      -0.922201</td><td style=\"text-align: right;\">      0       </td><td style=\"text-align: right;\">               0</td><td style=\"text-align: right;\">          -0.996086</td><td style=\"text-align: right;\">                  0</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>8</i></td><td style=\"text-align: right;\">    0.0402186 </td><td style=\"text-align: right;\">   -0.00115382</td><td style=\"text-align: right;\">     0.0300554 </td><td style=\"text-align: right;\">   -0.00394045 </td><td style=\"text-align: right;\">                     -0.970312</td><td style=\"text-align: right;\">      0.2292   </td><td style=\"text-align: right;\">      1       </td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">         -0.923064 </td><td style=\"text-align: right;\">      -0.973379</td><td style=\"text-align: right;\">      0       </td><td style=\"text-align: right;\">               0</td><td style=\"text-align: right;\">          -0.384646</td><td style=\"text-align: right;\">                  0</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>9</i></td><td style=\"text-align: right;\">   -0.0182035 </td><td style=\"text-align: right;\">    0.0183147 </td><td style=\"text-align: right;\">     0.00866121</td><td style=\"text-align: right;\">    0.00545972 </td><td style=\"text-align: right;\">                      0.865825</td><td style=\"text-align: right;\">     -0.0915016</td><td style=\"text-align: right;\">      1       </td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">          0.452811 </td><td style=\"text-align: right;\">       0.995805</td><td style=\"text-align: right;\">      0       </td><td style=\"text-align: right;\">               0</td><td style=\"text-align: right;\">           0.891607</td><td style=\"text-align: right;\">                  0</td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #    PCA_pickup_0    PCA_pickup_1    PCA_dropoff_0    PCA_dropoff_1    standard_scaled_arc_distance    pickup_time_x    pickup_day_x    pickup_month_x    direction_angle_x    pickup_time_y    pickup_day_y    pickup_month_y    direction_angle_y    pickup_is_weekend\n",
       "  0     -0.0309687      -0.00923445      -0.0549368      -0.0194697                         -0.723864        0.731354         0.62349                  1           -0.997418          0.681998       -0.781831                 0            -0.071816                    1\n",
       "  1     -0.0132836      -0.00813007       0.0260018      -0.0100453                          0.846021        0.605294         0.62349                  1            0.770554          0.796002       -0.781831                 0             0.637374                    1\n",
       "  2      0.0349145       0.0188245       -0.0268506       0.00310216                         0.841615        0.681998        -0.900969                 1           -0.935657         -0.731354        0.433884                 0            -0.35291                     0\n",
       "  3     -0.0385425      -0.00291336      -0.0430175       0.00635435                        -0.762796       -0.430511        -0.222521                 1            0.140566         -0.902585       -0.974928                 0            -0.990071                    1\n",
       "  4     -0.0189826      -0.00278667      -0.0264009      -0.0105712                         -0.856012        0.932008        -0.900969                 1           -0.910151         -0.362438       -0.433884                 0             0.414276                    0\n",
       "  5     -0.00869855     -0.00217986      -0.00355497     -0.000696072                       -0.973832       -0.691513        -0.222521                 1            0.817867          0.722364        0.974928                 0             0.575407                    0\n",
       "  6     -0.0100842       0.00757169      -0.0292228       0.000294064                       -0.804197        0.378649         0.62349                  1           -0.989393          0.925541       -0.781831                 0            -0.145266                    1\n",
       "  7      0.0045462      -0.0101312       -0.00750687      0.008896                           0.310404       -0.386711         1                        1            0.0883862        -0.922201        0                        0            -0.996086                    0\n",
       "  8      0.0402186      -0.00115382       0.0300554      -0.00394045                        -0.970312        0.2292           1                        1           -0.923064         -0.973379        0                        0            -0.384646                    0\n",
       "  9     -0.0182035       0.0183147        0.00866121      0.00545972                         0.865825       -0.0915016        1                        1            0.452811          0.995805        0                        0             0.891607                    0"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Select all the features to be used for training the model\n",
    "features = df_train.get_column_names(regex='PCA*') + \\\n",
    "           df_train.get_column_names(regex='standard_scaled_*') + \\\n",
    "           df_train.get_column_names(regex='.*_x') + \\\n",
    "           df_train.get_column_names(regex='.*_y') + \\\n",
    "           ['pickup_is_weekend']\n",
    "\n",
    "# Preview the features\n",
    "df_train.head(10)[features]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Set the target variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:13:45.751173Z",
     "start_time": "2020-01-22T10:13:45.748386Z"
    }
   },
   "outputs": [],
   "source": [
    "# The target variable\n",
    "target = 'trip_duration_min'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train a machine learning model\n",
    "\n",
    "The strategy here is simple. One can use an online learner such as `sklearn.linear_model.SGDRegressor`. Vaex will be used to filter/pre-process the entire data, and will send batches of it to the model. The size of the batches does not impact the model performance in the case of on-line learners, since they process one sample at the time anyway. It can impact the speed with which the model is trained however, and it can be used to controll the RAM used.\n",
    "\n",
    "The `vaex.ml.sklearn.IncrementalPredictor` nicely wraps any `scikit-learn` model which contains the `.partial_fit` method, and behaves as any other `vaex` transformer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:20:44.239770Z",
     "start_time": "2020-01-22T10:13:45.754304Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9e9ea6e4dfe24030b8f6ee7f197110cb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=1.0), Label(value='In progress...')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.linear_model import SGDRegressor\n",
    "from vaex.ml.sklearn import IncrementalPredictor\n",
    "\n",
    "# Define the base model\n",
    "model = SGDRegressor(learning_rate='constant', eta0=0.0001)\n",
    "\n",
    "# The Vaex incremental model wrapper\n",
    "vaex_model = IncrementalPredictor(features=features,\n",
    "                                  target=target,\n",
    "                                  model=model,\n",
    "                                  batch_size=11_000_000, \n",
    "                                  num_epochs=1, \n",
    "                                  shuffle=False, \n",
    "                                  prediction_name='predicted_duration_min')\n",
    "\n",
    "# Fit the model\n",
    "vaex_model.fit(df=df_train, progress='widget')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once the model is trained, we can simply add the predictions as a _virtual column_ in the training set. Not only will this not take any memory, but will make it very easy for us to calculate various performance metrics, and construct diagnostic plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:20:48.224612Z",
     "start_time": "2020-01-22T10:20:44.244379Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th style=\"text-align: right;\">  trip_duration_min</th><th style=\"text-align: right;\">  predicted_duration_min</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td style=\"text-align: right;\">            10     </td><td style=\"text-align: right;\">                 7.26828</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td style=\"text-align: right;\">             7     </td><td style=\"text-align: right;\">                10.6106 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td style=\"text-align: right;\">            21.0333</td><td style=\"text-align: right;\">                14.715  </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i></td><td style=\"text-align: right;\">             6.55  </td><td style=\"text-align: right;\">                11.2139 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>4</i></td><td style=\"text-align: right;\">             7.6   </td><td style=\"text-align: right;\">                 8.59366</td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #    trip_duration_min    predicted_duration_min\n",
       "  0              10                        7.26828\n",
       "  1               7                       10.6106\n",
       "  2              21.0333                  14.715\n",
       "  3               6.55                    11.2139\n",
       "  4               7.6                      8.59366"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train = vaex_model.transform(df_train)\n",
    "# See a portion of the predictions\n",
    "df_train.head(5)['trip_duration_min', 'predicted_duration_min']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Due to the nature of the model we chose for this exercies, it is possible that an exotic combination of feature values can make predicted duration negative. This is of course no possible. We are also training the model on taxi trips that took between 3 and 25 minutes, so let's force the model to not extrapolate but keep to those bounds:\n",
    " - set the predicted duration value to 3 min whenever the model outputs value smaller than 3; \n",
    " - set the predicted duration value to 25 min whenever the model outputs value larger than 25. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:20:48.233472Z",
     "start_time": "2020-01-22T10:20:48.229640Z"
    }
   },
   "outputs": [],
   "source": [
    "# Values lower than 3 minutes are set to 3; values higher than 25 minutes are set to 25\n",
    "df_train['pred_final'] = df_train.predicted_duration_min.clip(3, 25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### State transfer (a.k.a the `vaex` automatic pipeline)\n",
    "\n",
    "Now that the model is trained, we would like to apply it to full unseen validation or test data. Unlike many other libraries, no pipeline was _explicitly_ created to house all the cleaning, feature engineering, pre-processing and modelling steps. However, `vaex` keep track of all the changes that are done on a DataFrame. All the column transformations are kept in something that is called a \"state\".  The state which contains all the filtering or cleaning done on a DataFrame, as well as all virtual columns that were created or modified (e.g. newly engineered features, transformed features for instance scaled numerical or categorical encoded features, model predictions).\n",
    "mns, and even the model prediction! \n",
    "\n",
    "Thus all that is needed is to extract the state object from the training DataFrame and apply it to the test DataFrame, and all the transformations will be automatically applied! Just as if a pipeline was created. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:20:55.625754Z",
     "start_time": "2020-01-22T10:20:48.235117Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th style=\"text-align: right;\">  PCA_pickup_0</th><th style=\"text-align: right;\">  PCA_pickup_1</th><th style=\"text-align: right;\">  PCA_dropoff_0</th><th style=\"text-align: right;\">  PCA_dropoff_1</th><th style=\"text-align: right;\">  standard_scaled_arc_distance</th><th style=\"text-align: right;\">  pickup_time_x</th><th style=\"text-align: right;\">  pickup_day_x</th><th style=\"text-align: right;\">  pickup_month_x</th><th style=\"text-align: right;\">  direction_angle_x</th><th style=\"text-align: right;\">  pickup_time_y</th><th style=\"text-align: right;\">  pickup_day_y</th><th style=\"text-align: right;\">  pickup_month_y</th><th style=\"text-align: right;\">  direction_angle_y</th><th style=\"text-align: right;\">  pickup_is_weekend</th><th style=\"text-align: right;\">  predicted_duration_min</th><th style=\"text-align: right;\">  pred_final</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td style=\"text-align: right;\">   -0.00945992</td><td style=\"text-align: right;\">   0.0096326  </td><td style=\"text-align: right;\">    0.000937619</td><td style=\"text-align: right;\">    -0.00425876</td><td style=\"text-align: right;\">                      0.185894</td><td style=\"text-align: right;\">       0.279829</td><td style=\"text-align: right;\">     -0.900969</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">          0.0265375</td><td style=\"text-align: right;\">      -0.96005 </td><td style=\"text-align: right;\">      0.433884</td><td style=\"text-align: right;\">               0</td><td style=\"text-align: right;\">           0.999648</td><td style=\"text-align: right;\">                  0</td><td style=\"text-align: right;\">                12.8878 </td><td style=\"text-align: right;\">    12.8878 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td style=\"text-align: right;\">   -0.034722  </td><td style=\"text-align: right;\">   9.11821e-05</td><td style=\"text-align: right;\">   -0.00314787 </td><td style=\"text-align: right;\">     0.0167357 </td><td style=\"text-align: right;\">                     -0.360025</td><td style=\"text-align: right;\">       0.619094</td><td style=\"text-align: right;\">     -0.222521</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">          0.979155 </td><td style=\"text-align: right;\">      -0.785317</td><td style=\"text-align: right;\">     -0.974928</td><td style=\"text-align: right;\">               0</td><td style=\"text-align: right;\">           0.203116</td><td style=\"text-align: right;\">                  1</td><td style=\"text-align: right;\">                10.2087 </td><td style=\"text-align: right;\">    10.2087 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td style=\"text-align: right;\">    0.05095   </td><td style=\"text-align: right;\">   0.0173249  </td><td style=\"text-align: right;\">    0.0747998  </td><td style=\"text-align: right;\">     0.0184898 </td><td style=\"text-align: right;\">                     -0.286859</td><td style=\"text-align: right;\">       0.619094</td><td style=\"text-align: right;\">     -0.222521</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">          0.882577 </td><td style=\"text-align: right;\">      -0.785317</td><td style=\"text-align: right;\">     -0.974928</td><td style=\"text-align: right;\">               0</td><td style=\"text-align: right;\">           0.470168</td><td style=\"text-align: right;\">                  1</td><td style=\"text-align: right;\">                 8.6574 </td><td style=\"text-align: right;\">     8.6574 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i></td><td style=\"text-align: right;\">    0.0141202 </td><td style=\"text-align: right;\">  -0.000946495</td><td style=\"text-align: right;\">   -0.0222436  </td><td style=\"text-align: right;\">     0.0154948 </td><td style=\"text-align: right;\">                      1.29113 </td><td style=\"text-align: right;\">       0.619094</td><td style=\"text-align: right;\">     -0.222521</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">         -0.513971 </td><td style=\"text-align: right;\">      -0.785317</td><td style=\"text-align: right;\">     -0.974928</td><td style=\"text-align: right;\">               0</td><td style=\"text-align: right;\">          -0.857808</td><td style=\"text-align: right;\">                  1</td><td style=\"text-align: right;\">                15.677  </td><td style=\"text-align: right;\">    15.677  </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>4</i></td><td style=\"text-align: right;\">   -0.0221668 </td><td style=\"text-align: right;\">  -0.0134367  </td><td style=\"text-align: right;\">   -0.0098668  </td><td style=\"text-align: right;\">     0.00977656</td><td style=\"text-align: right;\">                     -0.418611</td><td style=\"text-align: right;\">       0.619094</td><td style=\"text-align: right;\">     -0.222521</td><td style=\"text-align: right;\">               1</td><td style=\"text-align: right;\">          0.931923 </td><td style=\"text-align: right;\">      -0.785317</td><td style=\"text-align: right;\">     -0.974928</td><td style=\"text-align: right;\">               0</td><td style=\"text-align: right;\">          -0.362657</td><td style=\"text-align: right;\">                  1</td><td style=\"text-align: right;\">                 9.90662</td><td style=\"text-align: right;\">     9.90662</td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #    PCA_pickup_0    PCA_pickup_1    PCA_dropoff_0    PCA_dropoff_1    standard_scaled_arc_distance    pickup_time_x    pickup_day_x    pickup_month_x    direction_angle_x    pickup_time_y    pickup_day_y    pickup_month_y    direction_angle_y    pickup_is_weekend    predicted_duration_min    pred_final\n",
       "  0     -0.00945992     0.0096326        0.000937619      -0.00425876                        0.185894         0.279829       -0.900969                 1            0.0265375        -0.96005         0.433884                 0             0.999648                    0                  12.8878       12.8878\n",
       "  1     -0.034722       9.11821e-05     -0.00314787        0.0167357                        -0.360025         0.619094       -0.222521                 1            0.979155         -0.785317       -0.974928                 0             0.203116                    1                  10.2087       10.2087\n",
       "  2      0.05095        0.0173249        0.0747998         0.0184898                        -0.286859         0.619094       -0.222521                 1            0.882577         -0.785317       -0.974928                 0             0.470168                    1                   8.6574        8.6574\n",
       "  3      0.0141202     -0.000946495     -0.0222436         0.0154948                         1.29113          0.619094       -0.222521                 1           -0.513971         -0.785317       -0.974928                 0            -0.857808                    1                  15.677        15.677\n",
       "  4     -0.0221668     -0.0134367       -0.0098668         0.00977656                       -0.418611         0.619094       -0.222521                 1            0.931923         -0.785317       -0.974928                 0            -0.362657                    1                   9.90662       9.90662"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get the state from the training DataFrame\n",
    "state = df_train.state_get()\n",
    "# Set it on the test set\n",
    "df_test.state_set(state)\n",
    "# Preview the test set\n",
    "df_test.head(5)[features + ['predicted_duration_min', 'pred_final']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The state can be serialized and saved to disk as a common JSON file. This make it easy to deploy various `vaex` models or pipelines across various environments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:20:55.636355Z",
     "start_time": "2020-01-22T10:20:55.627408Z"
    }
   },
   "outputs": [],
   "source": [
    "# Save the state to disk\n",
    "df_train.state_write('./trip_duration_model.json')\n",
    "\n",
    "# Load state directly from disk\n",
    "# df_test.state_load('./trip_duration_model.json')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model diagnostic\n",
    "\n",
    "Check some metrics: mean absolute error and mean squared error. Since the predictions are virtual columns, we can easily compute diagnostics regardless of how much data we have. It costs no memory!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:25:21.650749Z",
     "start_time": "2020-01-22T10:20:55.638164Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The train mean absolute error is 3.46 minuts.\n",
      "The train mean squared error is 18.6 minutes squared.\n",
      "\n",
      "The test mean absolute error is 3.54 minuts.\n",
      "The test mean squared error is 19.9 minutes squared.\n"
     ]
    }
   ],
   "source": [
    "train_mae = df_train.mean(np.abs(df_train.pred_final - df_train.trip_duration_min))\n",
    "train_mse = df_train.mean((df_train.pred_final - df_train.trip_duration_min)**2.)\n",
    "\n",
    "test_mae = df_test.mean(np.abs(df_test.pred_final - df_test.trip_duration_min))\n",
    "test_mse = df_test.mean((df_test.pred_final - df_test.trip_duration_min)**2.)\n",
    "\n",
    "print(f'The train mean absolute error is {train_mae:.3} minuts.')\n",
    "print(f'The train mean squared error is {train_mse:.3} minutes squared.')\n",
    "print('')\n",
    "print(f'The test mean absolute error is {test_mae:.3} minuts.')\n",
    "print(f'The test mean squared error is {test_mse:.3} minutes squared.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create some diagnostic plots:\n",
    " - See the distribution of actual vs predicted trip duration times\n",
    " - The absolute error of the predicted durations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:25:51.742247Z",
     "start_time": "2020-01-22T10:25:21.654064Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14, 6))\n",
    "\n",
    "plt.subplot(121)\n",
    "df_test.plot(x='trip_duration_min', y='pred_final', shape=64, limits=[3, 25], colorbar=False, colormap='plasma')\n",
    "plt.plot([3, 25], [3, 25], color='w', lw=3, ls=':')\n",
    "\n",
    "plt.title('Actual vs predicted trip durations')\n",
    "plt.xlabel('Actual durations [min]')\n",
    "plt.ylabel('Estimated durations [min]')\n",
    "\n",
    "plt.subplot(122)\n",
    "df_test['abs_error'] = np.abs(df_test.trip_duration_min - df_test.pred_final)\n",
    "df_test.plot1d('abs_error', shape=64, lw=3, limits=[3, 25], color='C0')\n",
    "\n",
    "plt.title('Absolute error')\n",
    "plt.xlabel('Mean absolute error [min]')\n",
    "plt.ylabel('Number of trips')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:26:21.652706Z",
     "start_time": "2020-01-22T10:25:51.744411Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "76.5% of the trips durations in the test set were predicted within an absolute error of 5 minutes.\n"
     ]
    }
   ],
   "source": [
    "# See what percentage of the trips durations are predicted with an absolute error less than 5 minutes.\n",
    "num_abs_err_under_5_min = df_test.count('abs_error', selection='abs_error < 5')\n",
    "num_trips = len(df_test)\n",
    "err_perc = num_abs_err_under_5_min / num_trips * 100\n",
    "\n",
    "print(f'{err_perc:.3}% of the trips durations in the test set were predicted within an absolute error of 5 minutes.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the above metrics and diagnostic plots, it looks like there is a lot of room for improvement!\n",
    "\n",
    "See which features are more valued by the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:26:21.915176Z",
     "start_time": "2020-01-22T10:26:21.654091Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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4A3BUkt0GiWcaTUL+BeAFwMuBG7rqbA78K/DDqnp/VVWP4/8FMINm1nsv4JDliF2SJOk5TIDHl0uTPAzMAWYDp7bX7x6h3YHAxVW1DLgQ2DfJej2OeUJVLamqG4GzgH0HqTMLuLqqLqqqJ6tqYVV1JsBbt/F+o6qO7XHcAf9YVQ9W1e009zvY+CusneGem2TusqWLVmXXkiRpjDIBHl/eVlWbVtV2VXUEsLC9PmWoBu1s8euBC9pLlwEbAnv0OOaCjtfzaZLZblOBW4fpYw9gI+DLPY65vOOvsKo6vapmVNWMCRMnr8quJUnSGGUCPL7dQpMgDvfA1/40n/O3ktwD3EaTAPe6DGJqx+tpwF2D1FkAbD9MH2fQPJj27SQbd1xfAkzsON9qBceXJEnqmQnwONauo/0AcFySg5M8L8k67QNpp7fVDgBOoFmXO3DsDezRrssdyXFJJiZ5CXAwcPEgdS4Adkvy9iTrJtk8ycu76ryXJmG/IslG7bUbgL9s+38R8K5B+v5gkue3M9l/O8T4z5JkQ2CD9nSD9lySJAkwAR73quoS4B00D4fdBdwLnARcluTVwHTgi1V1T8dxOfBreltPO7ut+6/Ap6rqqkFiuJ3mobwjabZauwF4WVedAg6jmS2+rE1KPwv8to35HJ5ZptHpMuD6ts8rgX/uIebHaB76A/hley5JkgRAen8YX/2k/QKJ3wDrVdVToxRDATtU1a/XxHgbTNmhphx46sgVJUkS807p9XGi0ZHk+qoadOtXZ4AlSZLUV0yA+1iSWe1XK3cfN412bMNJ8uUh4l6RXSYkSVKfWXe0A9DoqaoLGHzd7YCsqVgGU1WDjl9VhwOHr+FwJEnSWsIZYEmSJPUVE2BJkiT1FZdASK2dt5nM3DH+RKskSVp5zgBLkiSpr5gAS5Ikqa+YAEuSJKmvmABLkiSpr5gAS5Ikqa+4C4TUuvHORUw/6srRDkOStArMc1cfDcMZYEmSJPUVE2BJkiT1FRNgSZIk9RUTYEmSJPUVE2BJkiT1FRNgSZIk9RUTYK2QJMckObOHemcnOWlNxCRJktQLE+BxIsm8JI8lWZzk3iRnJZnUlu2e5Nokjya5P8nsJG/taj8zSSX50KqIp6o+XlWHroq+VrUk70wyP8mSJJcm2Wy0Y5IkSWOHCfD4smdVTQJeAbwSODbJPsA3gHOBbYEtgY8Ce3a1PRB4sP251kryEuArwP4078VS4P+MalCSJGlMMQEeh6rqTuA7wM7AZ4CPVdWZVbWoqp6uqtlV9e6B+kkmAvsA7wF2SDJjpDGSTG9njA9LcleSu5Mc2VF+fJLzO853SfKjJA8nWZDkoEH63CTJvyf5fBrXJDm0o/ygJHM6zivJ+5PcluSBJJ9MMtLv7CzgW1V1bVUtBo4D/jLJJiPdsyRJ6g8mwONQkqnAm2lmN6cCl4zQZG9gMc1M8feAA5ZjuNcDOwBvAI5Kstsg8UyjSci/ALwAeDlwQ1edzYF/BX5YVe+vqupx/L8AZtDMeu8FHDJC/ZcAPx04qapbgd8CLx6scpvgz00yd9nSRT2GJEmSxjMT4PHl0iQPA3OA2cCp7fW7R2h3IHBxVS0DLgT2TbJej2OeUFVLqupG4Cxg30HqzAKurqqLqurJqlpYVZ0J8NZtvN+oqmN7HHfAP1bVg1V1O839DjZ+p0lAdya7CBh0BriqTq+qGVU1Y8LEycsZmiRJGo9MgMeXt1XVplW1XVUdASxsr08ZqkE7W/x64IL20mXAhsAePY65oOP1fJpktttU4NZh+tgD2Aj4co9jLu/4nRYDz+u69jzg0RUYW5IkrYVMgMe3W2gSxL2HqbM/zef8rST3ALfRJMC9LoOY2vF6GnDXIHUWANsP08cZwHeBbyfZuOP6EmBix/lWKzh+p5uAlw2cJHkhsAHwqxHaSZKkPmECPI6162g/AByX5OAkz0uyTvtA2ulttQOAE2jW5Q4cewN7tOtyR3Jckont7goHAxcPUucCYLckb0+ybpLNk7y8q857aRL2K5Js1F67geYBtYlJXgS8a5C+P5jk+e1M9t8OMX53LHsm2bVNtk8EvllVzgBLkiTABHjcq6pLgHfQPBx2F3AvcBJwWZJXA9OBL1bVPR3H5cCvGXk9LTRrd39N8wDbp6rqqkFiuJ3mobwjabZau4GOWdi2TgGH0cwWX5ZkQ+CzNA+o3QucwzPLNDpdBlzf9nkl8M/DBVtVNwGHt33dR7P294ge7lOSJPWJ9P4wvvpJkunAb4D1quqpUYqhgB2q6tdrYrwNpuxQUw48deSKkqQxb94pvT7qorVVkuuratCtX50BliRJUl8xAe5jSWa1X63cfdw02rENJ8mXh4h7RXaZkCRJfWbd0Q5Ao6eqLmDwdbcDsqZiGUxVDTp+VR1Os85XkiRpuTkDLEmSpL5iAixJkqS+4hIIqbXzNpOZ61PDkiSt9ZwBliRJUl8xAZYkSVJfMQGWJElSXzEBliRJUl8xAZYkSVJfcRcIqXXjnYuYftSVox2G9Czz3JlEklY5Z4AlSZLUV0yAJUmS1FdMgCVJktRXTIAlSZLUV0yAJUmS1FdMgDWsJPOS7DZKY5+U5IEk97Tnf5FkQZLFSf5oNGKSJEnjnwnwGNYmn4+1Cd+9Sc5KMqkt2z3JtUkeTXJ/ktlJ3trVfmaSSvKh0bmDFZdkKnAksFNVbdVe/hTw3qqaVFX/b5i2700yN8kTSc5eA+FKkqRxxAR47NuzqiYBrwBeCRybZB/gG8C5wLbAlsBHgT272h4IPNj+XOWSrM59pLcDFlbVfV3Xbuqh7V3AScBXV0dgkiRpfDMBHieq6k7gO8DOwGeAj1XVmVW1qKqerqrZVfXugfpJJgL7AO8Bdkgyo5dxkuyfZH6ShUk+0lV2fJJLkpyf5BHgoCQbJDk1yV3tcWqSDdr6M5PckeSYdinDvCSzOvqbnOTcdgZ7fpJjk6zTLrn4PrB1O/t9UZLFwATgp0luHeG9+mZVXQos7OWeJUlSfzEBHifaJQFvBpYCU4FLRmiyN7CYZqb4e8ABPYyxE/AlYH9ga2BzmhnmTnu1Y28KXAB8BHg18HLgZcCrgGM76m8FbAFsQzMTfXqSHduyLwCTgRcCr2tjPLiqrgbeBNzVLnfYt50FB3hZVW0/0r1IkiQNxQR47Ls0ycPAHGA2cGp7/e4R2h0IXFxVy4ALgX2TrDdCm32AK6rq2qp6AjgOeLqrzo+r6tJ21vkxYBZwYlXdV1X3AyfQJNCdjquqJ6pqNnAl8PYkE4B3AEdX1aNVNQ/49CBtV6skh7XrhecuW7poTQ4tSZJGiQnw2Pe2qtq0qrarqiN45s/6U4Zq0M4Wv55mhhbgMmBDYI8RxtoaWDBwUlVLeO4yggVd51sD8zvO57fXBjzU9tNdvgWw/iBttxkhxlWqqk6vqhlVNWPCxMlrcmhJkjRKTIDHn1toktC9h6mzP81n+612C7HbaBLgkZZB3E2zvAL43TrizbvqVNf5XTQPpw2Y1l4b8PwkGw9S/gDw5CBt7xwhRkmSpJViAjzOVFUBHwCOS3Jwkue1D47tkuT0ttoBNEsRXt5x7A3skaQ7oe10CfCWtq/1gRMZ+XfkIpqdKV6QZAua3SjO76pzQpL1k+wKvAX4Rrs04+vAyUk2SbJde1/dbZdbknWTbEjz0NyEJBuu5h0rJEnSOGICPA5V1SU062cPoZlNvZdm26/LkrwamA58saru6TguB34N7DtMvzfR7BpxIc1s8EPAHSOEcxIwF/gZcCPwk/bagHvafu6iWZJxeFX9si17H7CEZoZ6Tjvuqti67FjgMeAoYL/29bHDtpAkSX0jzYSitOolmQmcX1XdO0mMSRtM2aGmHHjqyBWlNWjeKSMt3ZckDSbJ9VU16DawzgBLkiSpr5gA95kks9ovl+g+evmGtTEhybQh7mFxkmmjHZ8kSRrbfDCoz1TVBTyzPdrqHusanvtFGqui39uBSSNWlCRJGoQzwJIkSeorJsCSJEnqKybAkiRJ6iuuAZZaO28zmbluOSVJ0lrPGWBJkiT1FRNgSZIk9RUTYEmSJPUVE2BJkiT1FR+Ck1o33rmI6UddOdphaAXN8wFGSVKPnAGWJElSXzEBliRJUl8xAZYkSVJfMQGWJElSXzEBliRJUl8xAZYkSVJfMQGWJElSXxmzCXCSg5LMWYX9zUxyx6rqbznGPT7J+Wu67eqWZF6S3drXxyQ5c7RjkiRJ6sUKJ8BjOTnTmlVVH6+qQ0eql+SaJCPWkyRJWp3G7AzwykjiN9wNIcmE0Y5BkiRpNPWUACf5cJI7kzya5JYkewDHAO9IsjjJT9t6Byf5RVvvtiR/09HHzCR3JDkyyX1J7k5ycEf55kkuT/JIkuuA7bti+FySBW359Ul27Sg7PsklSc5P8ghwUJKNkpyd5KEkNwOvXMF7/fP2+oT2T/23tmXXJ5k6UmyD9P/qJD9K8nCSnyaZ2VH2+0lmt/1/H9iix5i/keSeJIuSXJvkJR1lZyf5UpJvJ1kCvL59bz6dZH7bZk6SjUYYY/+2/sIkH+kq+91fA5Js2H4OC9t7/K8kWyY5GdgVOK39nTltpPeu7ffrSc5t35ObkszoKJ+a5JtJ7m/HO62j7JD2d/GhJN9Lsl0v76UkSVr7jZgAJ9kReC/wyqraBNgd+CXwceDiqppUVS9rq98HvAV4HnAw8Nkkr+jobitgMrAN8C7gi0me35Z9EXgcmAIc0h6d/gt4ObAZcCHwjSQbdpTvBVwCbApcAPwDTRK9fRvzgSt4r/Pa4g8A+wJvbu/vEGBpj7EN9L8NcCVwUlv374F/SfKCtsqFwPU0ie/Heom59R1gB+D3gJ+099/pncDJwCbAHOBTwB8D/7ON40PA00N1nmQn4EvA/sDWwObAtkNUP5DmM57a1jsceKyqPgL8AHhv+zvz3rb+SO/dW4Gv0XyulwMDifME4ApgPjCd5nfqa23Z22j+gfaXwAvacS8a4t4OSzI3ydxlSxcN9RZIkqS1SC8zwMuADYCdkqxXVfOq6tbBKlbVlVV1azVmA1fRzPoNeBI4saqerKpvA4uBHdtkZm/go1W1pKp+DpzT1ff5VbWwqp6qqk+3Me3YUeXHVXVpVT1dVY8BbwdOrqoHq2oB8PmVvNdDgWOr6pb2/n5aVQt7jG3AfsC3q+rbbZzfB+YCb04yjWaW+riqeqKqrgW+1UPMVNVXq+rRqnoCOB54WZLJHVUuq6ofVtXTwG9pkve/rao7q2pZVf2obTuUfYArquratt5xDJ0wP0mT+L6o7fv6qnpkmNhHeu/mtO/XMuA8YOAfW6+iScY/2P7OPF5VAw9N/g3wiar6RVU9RfOPtZcPNgtcVadX1YyqmjFh4uTuYkmStBYaMQGuql8Df0eTWN2X5GtJth6sbpI3JfmPJA8meZhmtrTzz/gL24RkwFJgEs0s3brAgo6y+V19H9n+SXtR2/fkrr4720KTHA3Z32BGuNepwKCJfw+xDdgO+Kt2acDDbd1daGa9twYeqqolyxNzuzTjlHZpxiM8M2M91HuzBbDhUPcyhGe9l22MC4eoex7wPeBrSe5K8k9J1hsm/pHeu3s6Xi8FNkyzxnsqML/r92nAdsDnOt7jB4HQzBJLkqQ+19Ma4Kq6sKp2oUksCvjH9ufvJNkA+BeaP69vWVWbAt+mSTxGcj/wFE1SM2BaR9+7Ah+mmdV9ftv3oq6+nxUPcPdQ/Q1niHuFJgHcvrt+j7ENWACcV1WbdhwbV9UpbbzPT7Lxcsb8TprlH7vRJI/TB0LrvK2O1w/QLDV5zr0M41nvZZKJNLO8z9HO7p9QVTvRLLF4C3DAIHEs73vXbQEwLYM/8LgA+Juu93mjqvpRD/1KkqS1XE9rgJP8WZvgPg48RrNU4F5gepKBPtan+fP1/cBTSd4EvKGXINo/b38TOD7JxHbNaef6101oEuT7gXWTfJRmHe5wvg4cneT5SbYF3rcS9wpwJvCxJDuk8dIkmy9nbOcDeybZvZ253TDNw4HbVtV8muUQJyRZP8kuwJ4jxdyO/wTNjOxEmj/3D6ldBvFV4DNJtm7j+NP2nodyCfCWJLskWR84kSF+d5K8PsnO7bKWR2iWRAy8h4UQ8j8AACAASURBVPcCL+yKfXk/1wHX0STmpyTZuH0vX9OWfZnms39JG9PkJH/VY7+SJGkt18sM8AbAKTQzh/fQPGh1DPCNtnxhkp9U1aPA+2kSz4doZiYvX45Y3kuzHOIe4GzgrI6y79E86PUrmmUBj/PcJQ/dTmjr/oZmLfJ5PcQw1L0CfIbm3q6iSez+GdhoeWJr1yLv1fZ5f1vvgzzzObwT+BOaP9n/A3BuDzGf2457J3Az8B89tPl74EaaB9AepJnlHvJ3oapuAt5D85Da3TSf71BfKrIVTcL8CPALYDZN4g/wOWCfdmeGz7Nin+tATMto/oHwIuD2Np53tGX/t72nr7XLQn4OvKmXfiVJ0tovVd0rB6T+tMGUHWrKgaeOdhhaQfNO2WO0Q5AkjSFJrq+qGYOVrZVfhCFJkiQNpe8S4CTT0nwRw2BHTw/KrWlJZg0R703jaQxJkqSxoO++MriqbqdZazxuVNUFPPfLLcbdGJIkSWNB380AS5Ikqb/13QywNJSdt5nMXB+kkiRprecMsCRJkvqKCbAkSZL6igmwJEmS+ooJsCRJkvqKCbAkSZL6irtASK0b71zE9KOuHO0wVopfByxJ0sicAZYkSVJfMQGWJElSXzEBliRJUl8xAZYkSVJfMQGWJElSXzEBliRJUl8xAR6Hkuya5JYe6h2UZM6aiGmYGGYluWo0Y5AkSepkAjwOVdUPqmrH0Y6jW5LpSSrJ7/aXrqoLquoNoxmXJElSJxNgSZIk9RUT4DEsybwkRye5OclDSc5KsmGSmUnu6Kg3Nck3k9yfZGGS04bo75NJ5iSZnOT4JOd3lD1r9jbJNUk+keS6JIuSXJZksxFCvrb9+XCSxUn+tHsZRjvGEUn+O8mjST6WZPskP07ySJKvJ1m/o/5bktyQ5OEkP0ry0hHesw8m+Zeua19IcuoIsUuSpD5hAjz2zQJ2B7YHXgwc21mYZAJwBTAfmA5sA3ytq846Sc4AXgq8oaoW9Tj2AcAhwNbAU8DnR6j/2vbnplU1qap+PES9NwJ/DLwa+BBwOs19TgX+ENi3jfsVwFeBvwE2B74CXJ5kg2FiOB94Y5JN2z7WBd4BnDdY5SSHJZmbZO6ypb2+LZIkaTwzAR77TquqBVX1IHAybXLY4VU0CeoHq2pJVT1eVZ0Pvq0HXARsBuxZVUuXY+zzqurnVbUEOA54e5twr6x/rKpHquom4OfAVVV1W5uYfwf4o7beu4GvVNV/VtWyqjoHeIImcR5UVd1NMxP9V+2lNwIPVNX1Q9Q/vapmVNWMCRMnr4JbkyRJY50J8Ni3oOP1fJpkt9NUYH5VPTVE+xcBewEnVNVvV3Ls9YAtlrOPwdzb8fqxQc4nta+3A45slz88nORhmvvtfg+6nQPs177ejyFmfyVJUn8yAR77pna8ngbc1VW+AJjWufNCl18ABwPfSdK5c8QSYGLH+VY9jP0k8MAwsdYwZStiAXByVW3acUysqotGaHcp8NIkfwi8BbhgFcclSZLGMRPgse89SbZtH0A7Bri4q/w64G7glCQbtw/JvaazQpswHgNcnWT79vINwGuTTEsyGTh6kLH3S7JTkonAicAlVbVsmFjvB54GXri8NzmEM4DDk/xJGhsn2SPJJsM1qqrHgUuAC4Hrqur2VRSPJElaC5gAj30XAlcBt7XHSZ2FbUK6J81Sh9uBO2ge+qKr3jk0Sey/JZleVd+nSaZ/BlxP8yBdt/OAs4F7gA2B9w8XaLu++GTgh+2ShSHX6vaiqubSrAM+DXgI+DVwUI/NzwF2xuUPkiSpS6pW9V+ttaokmQccWlVXj8LY1wDnV9WZa3rsVSHJNOCXwFZV9UgvbTaYskNNOXB875Y275Q9RjsESZLGhCTXV9WMwcqcAdZaJ8k6wAeAr/Wa/EqSpP4x1INT0qCSzKLZj7fb/Kp6yRqKYRpw8xDFLwFuotm14o1rIh5JkjS+mACPYVU1fRTHnjnE9QsY5V0V2ofaJg1TZbgySZLU51wCIUmSpL5iAixJkqS+4hIIqbXzNpOZ6y4KkiSt9ZwBliRJUl8xAZYkSVJfMQGWJElSXzEBliRJUl8xAZYkSVJfcRcIqXXjnYuYftSVox3GsOa5S4UkSSvNGWBJkiT1FRNgSZIk9RUTYEmSJPUVE2BJkiT1FRNgSZIk9RUT4HEoya5Jbumh3kFJ5qyJmIaJYVaSq0YzBkmSpE4mwONQVf2gqnYc7Ti6JZmepJL8bnu9qrqgqt4wmnFJkiR1MgGWJElSXzEBHsOSzEtydJKbkzyU5KwkGyaZmeSOjnpTk3wzyf1JFiY5bYj+PplkTpLJSY5Pcn5H2bNmb5Nck+QTSa5LsijJZUk2GyHka9ufDydZnORPu5dhtGMckeS/kzya5GNJtk/y4ySPJPl6kvU76r8lyQ1JHk7yoyQvHeE92z7Jg0le0Z5vneSBJDNHiF2SJPUJE+CxbxawO7A98GLg2M7CJBOAK4D5wHRgG+BrXXXWSXIG8FLgDVW1qMexDwAOAbYGngI+P0L917Y/N62qSVX14yHqvRH4Y+DVwIeA02nucyrwh8C+bdyvAL4K/A2wOfAV4PIkGwwVQFXdCnwYuCDJROAs4OyqumaE2CVJUp8wAR77TquqBVX1IHAybXLY4VU0CeoHq2pJVT1eVZ0Pvq0HXARsBuxZVUuXY+zzqurnVbUEOA54e5twr6x/rKpHquom4OfAVVV1W5uYfwf4o7beu4GvVNV/VtWyqjoHeIImcR5SVZ0B/Dfwn8AU4CND1U1yWJK5SeYuW9rrvwskSdJ4ZgI89i3oeD2fJtntNBWYX1VPDdH+RcBewAlV9duVHHs9YIvl7GMw93a8fmyQ80nt6+2AI9vlDw8neZjmfrvfg8GcQTOb/IWqemKoSlV1elXNqKoZEyZOXq6bkCRJ45MJ8Ng3teP1NOCurvIFwLTOnRe6/AI4GPhOks6dI5YAEzvOt+ph7CeBB4aJtYYpWxELgJOratOOY2JVXTRcoySTgFOBfwaO72HtsiRJ6iMmwGPfe5Js2yZxxwAXd5VfB9wNnJJk4/Yhudd0VmgTxmOAq5Ns316+AXhtkmlJJgNHDzL2fkl2atfSnghcUlXLhon1fuBp4IXLe5NDOAM4PMmfpLFxkj2SbDJCu88B11fVocCVwJdXUTySJGktYAI89l0IXAXc1h4ndRa2CemeNEsdbgfuAN7R3Um7fvZE4N+STK+q79Mk0z8Drqd5kK7becDZwD3AhsD7hwu0XV98MvDDdsnCsGt1R1JVc2nWAZ8GPAT8GjhouDZJ9qJ5yO7w9tIHgFckmbUysUiSpLVHqlb1X621qiSZBxxaVVePwtjXAOdX1ZlreuzRssGUHWrKgaeOdhjDmnfKHqMdgiRJ40KS66tqxmBlzgBLkiSpr5gAa7kkmdV+yUX3cdMajGHaEDEsTjJtTcUhSZLGp6F2DtAYUFXTR3HsmUNcvwC4YM1G85wYbueZrdIkSZKWizPAkiRJ6ismwJIkSeorLoGQWjtvM5m57rIgSdJazxlgSZIk9RUTYEmSJPUVE2BJkiT1FRNgSZIk9RUTYEmSJPUVd4GQWjfeuYjpR1252vqf5w4TkiSNCc4AS5Ikqa+YAEuSJKmvmABLkiSpr5gAS5Ikqa+YAEuSJKmvmABLkiSpr5gAjwFJdk1ySw/1DkoyZ03ENBYkuSbJoaMdhyRJWruYAI8BVfWDqtpxtOMYTUmOT3L+aMchSZLWfibAkiRJ6ismwGtQknlJjk5yc5KHkpyVZMMkM5Pc0VFvapJvJrk/ycIkpw3R3yeTzEkyuXsGNcn0JJVk3fb8miSfSHJdkkVJLkuy2QjxDvRxcJIFbcyHJ3llkp8lebgztiTrJDk2yfwk9yU5N8nkrr4OTHJ7kgeSfKQteyNwDPCOJIuT/LQjjO2S/DDJo0muSrLFCDFfmeR9Xdd+luRtw7WTJEn9wwR4zZsF7A5sD7wYOLazMMkE4ApgPjAd2Ab4WleddZKcAbwUeENVLepx7AOAQ4CtgaeAz/fY7k+AHYB3AKcCHwF2A14CvD3J69p6B7XH64EXApOA7uR9F2BH4M+Bjyb5H1X1XeDjwMVVNamqXtZR/53AwcDvAesDfz9CrOcA+w2cJHkZzXv47R7vVZIkreVMgNe806pqQVU9CJwM7NtV/iqaBPWDVbWkqh6vqs4H39YDLgI2A/asqqXLMfZ5VfXzqloCHEeTvE7ood3H2jiuApYAF1XVfVV1J/AD4I/aerOAz1TVbVW1GDga+OuBWejWCVX1WFX9FPgp0JnsDuasqvpVVT0GfB14+Qj1LwN2SLJDe74/TWL928EqJzksydwkc5ct7fXfEZIkaTwzAV7zFnS8nk+T7HaaCsyvqqeGaP8iYC+aRHLQpG45xl4PGHZJQevejtePDXI+qX29ddtv5xjrAlt2XLun4/XSjrZDWa76VfUETaK8X5J1aP6Bcd4w9U+vqhlVNWPCxMkjhCJJktYGJsBr3tSO19OAu7rKFwDTumZNO/2CZknAd5J07hyxBJjYcb5VD2M/CTzQS9A9ugvYrmuMp3h2wjyUWoVxnEMzG/3nwNKq+vEq7FuSJI1zJsBr3nuSbNs+gHYMcHFX+XXA3cApSTZuH5J7TWeFqrqobXt1ku3byzcAr00yrX3w7OhBxt4vyU5JJgInApdU1bJVeG8XAf87ye8nmcQz63qHms3udC8wvZ21XSltwvs08GmGmf2VJEn9yQR4zbsQuAq4rT1O6ixsE9I9aZY63A7cQfPwGV31zqFJYv8tyfSq+j5NMv0z4HqaB+m6nQecTbOsYEPg/avkjp7x1XaMa4HfAI8D7xu2xTO+0f5cmOQnqyCWc4GdAfcWliRJz5KqVfmXZw0nyTzg0Kq6ehTGvgY4v6rOXNNjj4YkBwCHVdUuvbbZYMoONeXAU1dbTPNO2WO19S1Jkp4tyfVVNWOwMmeAtdZpl3gcAZw+2rFIkqSxxwS4zyWZ1X75RPdx02jHNpThYk6yO3A/zZriC0c5VEmSNAYNtdOAVoOqmj6KY88c4voFwAVrNpqV00PMG6+pWCRJ0vjjDLAkSZL6igmwJEmS+opLIKTWzttMZq47NUiStNZzBliSJEl9xQRYkiRJfcUEWJIkSX3FBFiSJEl9xQRYkiRJfcVdIKTWjXcuYvpRV65UH/PcRUKSpDHPGWBJkiT1FRNgSZIk9RUTYEmSJPUVE2BJkiT1FRNgSZIk9RUTYEmSJPUVE+CVkGTXJLf0UO+gJHPWREzteNOSLE4yYU2NubySXJPk0DUwzvFJzl/d40iSpPHDfYBXQlX9ANhxtOPoVlW3A5NGOw5JkqSxyBlgSZIk9RUT4B4kmZfk6CQ3J3koyVlJNkwyM8kdHfWmJvlmkvuTLExy2hD9fTLJnCSTu/9En2R6kkqybnt+TZJPJLkuyaIklyXZbIR4u/s4KMltSR5N8psks0ZoPz/JH7ev92v72qk9PzTJpe3rdZIcleTW9n6/3hlbklcn+VGSh5P8NMnMIcabkuRnSf6+PZ+c5J+T3J3kziQnDSznGFhOkuRT7WfxmyRv6ujr95PMbu/1+8AWw92rJEnqPybAvZsF7A5sD7wYOLazsE3QrgDmA9OBbYCvddVZJ8kZwEuBN1TVoh7HPgA4BNgaeAr4fK9BJ9m4rf+mqtoE+J/ADSM0mw3MbF+/FrgNeF3H+ez29fuBt7VlWwMPAV9sx90GuBI4CdgM+HvgX5K8oCu+6W1/p1XVp9rL57T3+SLgj4A3AJ3rhf8EuIUmuf0n4J+TpC27ELi+LfsYcOBwN5rksCRzk8xdtrTXj0OSJI1nJsC9O62qFlTVg8DJwL5d5a+iSQI/WFVLqurxqup88G094CKaZHDPqlq6HGOfV1U/r6olwHHA25fzAbengT9MslFV3V1VN41QfzbPJLy7Ap/oOH8dzyTAfwN8pKruqKongOOBfdqZ5/2Ab1fVt6vq6ar6PjAXeHPHODsB1wD/UFWnAyTZEngT8Hft+3gf8Fngrzvaza+qM6pqGU2yPAXYMsk04JXAcVX1RFVdC3xruButqtOrakZVzZgwcfIIb4skSVobmAD3bkHH6/k0yW6nqTSJ2VNDtH8RsBdwQlX9diXHXo8e/7TfJs3vAA4H7k5yZZI/GKHZbGDXJFsBE4CLgde0s7WTeWYGeTvg/7ZLHB4GfgEsA7Zsy/5qoKwt34UmWR0wC7gTuKTj2nbt/d3d0e4rwO911Lmn4/4G/iExiXYWur3nAfNHuFdJktRnTIB7N7Xj9TTgrq7yBcC0gXW3g/gFcDDwnSSdO0csASZ2nG/Vw9hPAg/0EjRAVX2vqv4/muTzl8AZI9T/NbCUZonDtVX1KE3SeRgwp6qebqsuoFlasWnHsWFV3dmWnddVtnFVndIx1PHtfVzYMaO9AHgC2KKj3fOq6iU93OrdwPPbZR8DpvXQTpIk9RET4N69J8m27UNex9DMina6jiYBOyXJxu1Dcq/prFBVF7Vtr06yfXv5BuC17d69k4GjBxl7vyQ7JZkInAhc0v75f0RJtkzy1jYpfAJYTDNLO5LZwHt5ZrnDNV3nAF8GTk6yXTvWC5Ls1ZadD+yZZPckEzoeGty2o/2TwF8BGwPnJVmnqu4GrgI+neR57brp7ZO8jhFU1XyaZRYnJFk/yS7Anj3cqyRJ6iMmwL27kCYxu609TuosbBPSPWmWOtwO3EGz9ICueufQJLH/lmR6uzb2YuBnNA9vXTHI2OcBZ9PMwm5IMzPbq3WAI2lmrB+kWcN7RA/tZgObANcOcQ7wOeBy4KokjwL/QfOAGlW1gGbJxzHA/TQzux+k63euXQ7ylzRLHL6aZB2ah/7WB26mebDuEp69dGI472xjeBD4B+DcHttJkqQ+kaoa7RjGvCTzgEOr6upRGPsa4PyqOnNNj91vNpiyQ0058NSV6mPeKXusomgkSdLKSHJ9Vc0YrMwZYEmSJPUVE+BxKsmsJIsHOUba4myg/ZeHaP/l1R27JEnSaBpqxwJ1qKrpozj2zCGuXwBcsBL9Hk6zNZokSVJfcQZYkiRJfcUEWJIkSX3FJRBSa+dtJjPXXRwkSVrrOQMsSZKkvmICLEmSpL5iAixJkqS+YgIsSZKkvmICLEmSpL7iLhBS68Y7FzH9qCuXu908d46QJGlccQZYkiRJfcUEWJIkSX3FBFiSJEl9xQRYkiRJfcUEWJIkSX3FBHgtkWTXJLf0UO+gJHPWREzDxDAvyW6jGYMkSepfboO2lqiqHwA7jnYckiRJY50zwJIkSeorJsDjTLt84OgkNyd5KMlZSTZMMjPJHR31pib5ZpL7kyxMctoQ/X0yyZwkk5Mcn+T8jrLpSSrJuu35NUk+keS6JIuSXJZksx5i3j/J/DaOj3SVvSrJj5M8nOTuJKclWb8t+2KST3fV/1aSvxtmrO2TPJjkFe351kkeSDJzpDglSVJ/MAEen2YBuwPbAy8Gju0sTDIBuAKYD0wHtgG+1lVnnSRnAC8F3lBVi3oc+wDgEGBr4Cng88NVTrIT8CVg/7bN5sC2HVWWAf8b2AL4U+DPgSPasnOAfZOs0/a1RVt+0VDjVdWtwIeBC5JMBM4Czq6qa3q8P0mStJYzAR6fTquqBVX1IHAysG9X+atoks0PVtWSqnq8qjoffFuPJoncDNizqpYux9jnVdXPq2oJcBzw9jbhHso+wBVVdW1VPdG2eXqgsKqur6r/qKqnqmoe8BXgdW3ZdcAimqQX4K+Ba6rq3uECrKozgP8G/hOYAnxkqLpJDksyN8ncZUt7/TeAJEkaz0yAx6cFHa/n0yS7naYC86v+//buPd6qst73+OfLRRFRzCwFBFci3m8ZWudVoKU7NVNLzRumab4q07TMtpesrXjJdruOGqYHNUBARBQ1Ucw8blI7JoKGhahbBeRqaNwREfydP8azdDCdc64JLNZcrPF9v17zxZzjuf3Gw2Lym898xlixukL7XYBjgSsjYtUGjt2RbPW2ku75NilxfrvxtaRdJY2TNF/SEuDakv6GAael56cBw2uM81Zgb+C3KfEuKyIGR0TfiOjbvnPXGrs2MzOzTZkT4E1Tz9zzXsDckvJZQK/GvbtlTAPOBMZLyt85YjnQOfd6hxrGfg94q0qs8/Jt0raEj+fKbwZeAvpExNbAZYBy5SOAYyXtB+wB3F9lrMYxugDXA7cDV9SyT9nMzMyKwwnwpulcSTumxO4yYHRJ+USyxPM6SVumi+Q+n68QEaNS28ck9U6H/wb0l9RLUlfg0jJjnyZpz5TIDgTuiYg1VWK9B/iqpC+ki9sGsvbP3VbAEmCZpN2Bc0rinA08S7bye29EvFNlrEY3AJMj4mzgIeCWGtqYmZlZQTgB3jTdCTwKvJ4eV+cLU0J6NNlWhzeA2cBJpZ1ExDCyhPRxSQ0R8SeyZPoFYDLZhXSlhgNDgflAJ+D8aoFGxFTg3BTzPGBhiqfRRcCpwFKybQulyTxk2yD2oYbtD5KOBY4AvpcOXQgcIGlAU23NzMysGBQR9Y7B1oGkGcDZEfFYHcaeAIyIiNtaeNz+ZFshGiLi/abqr6/Nu/WJbmdcv87tZlx31EaIxszMzDaEpMkR0bdcmVeArVWT1BG4ALhtYya/ZmZmVhxOgG2DSRogaVmZx9QN7HcPYBHZrcyuzx3vVWG8ZZJ6beDpmJmZWRtX6S4B1kpFREMdxz6kwvGRwMiNMN40YMsyx98AujT3eGZmZlYMXgE2MzMzs0JxAmxmZmZmheItEGbJPj26Msl3dDAzM2vzvAJsZmZmZoXiBNjMzMzMCsUJsJmZmZkVihNgMzMzMysUJ8BmZmZmVii+C4RZ8vc5i2m45KGK5TN8hwgzM7M2wSvAZmZmZlYoToDNzMzMrFCcAJuZmZlZoTgBNjMzM7NCcQJsZmZmZoXiBNjMzMzMCsUJ8EYmaaikqyX1k/RyC43ZYmM1N0mHSJpd7zjMzMys7XIC3EIi4smI2G1j9C0pJO3SEmOZmZmZbeqcALcCkvwLSczMzMxaiBPgZibp05Kek7RU0migUzq+1lf7kmZIuljSC8BySR0kdZd0r6QFkqZLOj9Xv72kyyS9lvqeLKmnpCdSlSmSlkk6qcxYe0iaIGmRpKmSjsmVDZV0k6SHUr/PSOpdw3neIGmWpCUpln65sisk3S3pjtTnVEl9c+UHSHo+lY2RNFrS1RXGqTgnFervIGmFpI/njn0mte/Y1HmZmZlZ2+cEuBlJ2gy4HxgObAuMAY6v0uQU4ChgG+B94EFgCtADOBT4oaTDU90LU/2vAFsDZwErIqJ/Kt8vIrpExOiSmDqmfh8FPgn8ABgpKb9F4hTgSuBjwKvANTWc7rPA/uk87wTGSOqUKz8GuCud2x+AQSmezYD7gKGp7Sjg6+UGkNSuiTn5iIiYD0wATswdPg24KyLeq+G8zMzMrI1zAty8Pgd0BK6PiPci4h6yRLGSGyNiVkS8AxwIfCIiBkbEqoh4HbgVODnVPRu4PCJejsyUiHi7xpi6ANelfh8HxpElvY3GRsTEiFgNjCRLbKuKiBER8XZErI6IXwObA/mk+qmIeDgi1pB9INgvF0+HdO7vRcRYYGKFYZqak0qGkSW9SGqfznV4uYqSviNpkqRJa1Ysbuq0zczMrA3w3tPm1R2YExGROzazSv1Zuec7Ad0lLcodaw88mZ73BF5bz5hmRcT7JTH1yL2en3u+gixhrkrSj8mS8u5AkK1Kb1elz05pr3O5OcrPQ15Tc1LJA8AtknYGdgUWR0TZJDsiBgODATbv1ifK1TEzM7O2xQlw85oH9JCkXILXi8qJa2kSOD0i+lSoOwvoDfxjHWOaC/SU1C6XBPcCXlnHfj6Q9vteTLYlYWpEvC9pIaAampebo0rJfVNzUlZErJR0NzAA2J0Kq79mZmZWTN4C0byeBlYD56eL2o4DDqqx7URgSbowbot00dvekg5M5bcBV0nqo8y+uQu93gR2rtDvM8By4N8ldZR0CHA02f7c9bUV2XkuADpI+jnZCnAtngbWAOelOTqWynPU1JxUcwfwLbK9yCNqjM3MzMwKwAlwM4qIVcBxZInXQuAkYGyNbdeQJab7A9OBt8iS3q6pym+Au8kuZlsC3A5skcquAIaluzzkL/5qjOkY4MjU5++A0yPipfU5x+SPwHiyVeSZwEoqb2NYS26Ovg0sIturOw54t0zdpuak2jh/Ibuw8LmImFFLbGZmZlYMWnsrplnLk/QMcEtEDGnmfh8H7oyI22qpv3m3PtHtjOsrls+47qjmCs3MzMw2MkmTI6JvuTKvAFuLk3Rwul9vB0lnAPsCjzTzGAcCBwCjm6prZmZmxeKL4KysdKHb+HJlEdHkXSKasBvZdo4uZBe/nRAR89YxvvFAvzJF16b+vwZcEBFLNzBWMzMza2OcAFtZEfEkNdwObT37/uDWYxvQx5HNFI6ZmZkVjLdAmJmZmVmhOAE2MzMzs0LxFgizZJ8eXZnkOz2YmZm1eV4BNjMzM7NCcQJsZmZmZoXiBNjMzMzMCsUJsJmZmZkVihNgMzMzMysU3wXCLPn7nMU0XPLQWsdm+K4QZmZmbY5XgM3MzMysUJwAm5mZmVmhOAE2MzMzs0JxAmxmZmZmheIE2MzMzMwKxQmwmZmZmRWKE+CNTNJQSVdL6ifp5RYas8XGam6SDpE0u95xmJmZWdvlBLiFRMSTEbHbxuhbUkjapSXGMjMzM9vUOQFuBST5F5KYmZmZtRAnwM1M0qclPSdpqaTRQKd0fK2v9iXNkHSxpBeA5ZI6SOou6V5JCyRNl3R+rn57SZdJei31PVlST0lPpCpTJC2TdFKZsfaQNEHSIklTJR2TKxsq6SZJD6V+n5HUu4bzvEHSLElLUiz9cmVXSLpb0h2pz6mS+ubKD5D0fCobI2m0pKsrjFNxTqrE9rCkHE99TQAAGEtJREFUX+dej5b0+6bamZmZWTE4AW5GkjYD7geGA9sCY4DjqzQ5BTgK2AZ4H3gQmAL0AA4Ffijp8FT3wlT/K8DWwFnAiojon8r3i4guETG6JKaOqd9HgU8CPwBGSspvkTgFuBL4GPAqcE0Np/sssH86zzuBMZI65cqPAe5K5/YHYFCKZzPgPmBoajsK+Hq5ASS1a2JOKjkL+KakL0kaABwIXFBhjO9ImiRp0poVi5s6ZzMzM2sDnAA3r88BHYHrI+K9iLiHLFGs5MaImBUR75AlaZ+IiIERsSoiXgduBU5Odc8GLo+IlyMzJSLerjGmLsB1qd/HgXFkSW+jsRExMSJWAyPJEtuqImJERLwdEasj4tfA5kA+qX4qIh6OiDVkHwj2y8XTIZ37exExFphYYZim5qRSbPOB7wHDgBuA0yNiaYW6gyOib0T0bd+5a1OnbWZmZm2A9542r+7AnIiI3LGZVerPyj3fCeguaVHuWHvgyfS8J/DaesY0KyLeL4mpR+71/NzzFWQJc1WSfkyWlHcHgmxVersqfXZKe53LzVF+HvKampNqxpGtOr8cEU/VUN/MzMwKwivAzWse0EOScsd6ValfmgROj4htco+tIuIrufIm9+aWMRfombYT5GOasx59Adlt1oCLgROBj0XENsBiQFUbZsrNUc8KdZuak2quAaYB3SSd0lRlMzMzKw4nwM3raWA1cH66qO044KAa204ElqQL47ZIF73tLenAVH4bcJWkPsrsK+njqexNYOcK/T4DLAf+XVJHSYcAR5Ptz11fW5Gd5wKgg6Sfk60A1+JpYA1wXpqjY6k8R03NSVmS+gNnAqenx28l9ajWxszMzIrDCXAziohVwHHAt4CFwEnA2BrbriFLTPcHpgNvkSW9jRtTfwPcTXYx2xLgdmCLVHYFMCzd5eHEMjEdAxyZ+vwd2Z7Yl9bnHJM/AuOBV8i2U6yk8jaGteTm6NvAIuA0su0K75ap29ScfISkrYE7gPMiYk7a/nA7MKRk1dnMzMwKSmtvxTRreZKeAW6JiCH1jGPzbn2i2xnXr3VsxnVH1SkaMzMz2xCSJkdE33JlXgG2FifpYEk7pC0QZwD7Ao/UOy4zMzMrBifAVpakfukXa3zk0Qzd70Z2b9/FwI+BEyJi3jrGN75CfJc1Q3xmZmbWhvk2aFZWRDxJDbdDW8++BwODN7CPI5spHDMzMysYrwCbmZmZWaE4ATYzMzOzQvEWCLNknx5dmeS7PpiZmbV5XgE2MzMzs0JxAmxmZmZmheIE2MzMzMwKxQmwmZmZmRWKL4IzS/4+ZzENlzz0wWv/GmQzM7O2ySvAZmZmZlYoToDNzMzMrFCcAJuZmZlZoTgBNjMzM7NCcQJsZmZmZoXiBNjMzMzMCsUJcCsgqZ+kl2uo9y1JT7VETK2BpAmSzq53HGZmZta2OAFuBSLiyYjYrd5x1JOkKySNqHccZmZm1vY5ATYzMzOzQnEC3IIkzZB0qaQXJS2UNERSJ0mHSJqdq9dT0lhJCyS9LWlQhf5+JekpSV1LV1AlNUgKSR3S6wmSfiFpoqTFkh6QtG0T8Tb2caakWSnm70k6UNILkhblY5PUTtLlkmZK+qekOyR1LenrDElvSHpL0k9T2RHAZcBJkpZJmpILYydJf5G0VNKjkrZrIuaTJL0uaev0+khJ8yV9olo7MzMzKw4nwC1vAHA40BvYFbg8XyipPTAOmAk0AD2Au0rqtJN0K7Av8OWIWFzj2KcDZwHdgdXAjTW2+yzQBzgJuB74KXAYsBdwoqSDU71vpccXgZ2BLkBp8v4FYDfgUODnkvaIiEeAa4HREdElIvbL1T8VOBP4JLAZcFG1QCNiNPA0cKOkjwO3A2dHxIIaz9XMzMzaOCfALW9QRMyKiH8B1wCnlJQfRJag/iQilkfEyojIX/jWERgFbAscHREr1mHs4RHxj4hYDvyMLHltX0O7q1IcjwLLgVER8c+ImAM8CXw61RsA/CYiXo+IZcClwMmNq9DJlRHxTkRMAaYA+WS3nCER8UpEvAPcDexfQ7znAl8CJgAPRsS4ShUlfUfSJEmT1qyo9XOEmZmZbco6NF3Fmtms3POZZMluXk9gZkSsrtB+F7Kk8aCIWLWBY3cEtgPebKJdvvydMq+7pOfdU7/5MToA2+eOzc89X5FrW8m61iciFkkaA1wIHN9E3cHAYIDNu/WJpvo2MzOzTZ9XgFtez9zzXsDckvJZQK+SVdO8aWRbAsZLyt85YjnQOfd6hxrGfg94q5agazQX2KlkjNU0nWADNFvyKWl/sq0eo6h9m4eZmZkVhBPglneupB3TBWiXAaNLyicC84DrJG2ZLpL7fL5CRIxKbR+T1Dsd/hvQX1KvdOHZpWXGPk3SnpI6AwOBeyJiTTOe2yjgR5I+JakLH+7rrbSanfcm0CBpg34mJXUCRpDNz5lAD0nf35A+zczMrG1xAtzy7gQeBV5Pj6vzhSkhPZpsq8MbwGyyi88oqTeMLIl9XFJDRPyJLJl+AZhMdiFdqeHAULJtBZ2A85vljD70+zTGE8B0YCXwgxrbjkl/vi3puQ2I4RfA7Ii4OSLeBU4DrpbUZwP6NDMzszZEEd722FIkzSC7I8FjdRh7AjAiIm5r6bE3FZt36xPdzrj+g9czrjuqjtGYmZnZhpA0OSL6livzCrCZmZmZFYoT4IKTNCD98onSx9R6x1bJphizmZmZtR6+DVoLioiGOo59SIXjI4GRLRvNhtkUYzYzM7PWwyvAZmZmZlYoToDNzMzMrFC8BcIs2adHVyb5zg9mZmZtnleAzczMzKxQnACbmZmZWaE4ATYzMzOzQnECbGZmZmaF4gTYzMzMzArFCbBZ8vc5i2m45CEaLnmo3qGYmZnZRuQE2MzMzMwKxQmwmZmZmRWKE2AzMzMzKxQnwGZmZmZWKE6AzczMzKxQnACbmZmZWaE4AW4jJPWT9HIN9b4l6amWiKlKDDMkHVbPGMzMzKy4OtQ7AGseEfEksFu94zAzMzNr7bwCbGZmZmaF4gR4E5O2D1wq6UVJCyUNkdRJ0iGSZufq9ZQ0VtICSW9LGlShv19JekpSV0lXSBqRK2uQFJI6pNcTJP1C0kRJiyU9IGnbGmL+pqSZKY6flpQdJOlpSYskzZM0SNJmqewmSb8uqf+gpB9WGesnku4tOfZbSdc3FaeZmZkVgxPgTdMA4HCgN7ArcHm+UFJ7YBwwE2gAegB3ldRpJ+lWYF/gyxGxuMaxTwfOAroDq4Ebq1WWtCdwM/DN1ObjwI65KmuAHwHbAf8LOBT4fiobBpwiqV3qa7tUPqrKkCOAIyRtk9p0AE4Chtd4fmZmZtbGOQHeNA2KiFkR8S/gGuCUkvKDyJLNn0TE8ohYGRH5C986kiWR2wJHR8SKdRh7eET8IyKWAz8DTkwJdyUnAOMi4omIeDe1eb+xMCImR8RfI2J1RMwA/g9wcCqbCCwmS3oBTgYmRMSblQaLiHnAE8A30qEjgLciYnK5+pK+I2mSpElrVtT6GcDMzMw2ZU6AN02zcs9nkiW7eT2BmRGxukL7XYBjgSsjYtUGjt2RbPW2ku75NilxfrvxtaRdJY2TNF/SEuDakv6GAael56dR20puzW0iYnBE9I2Ivu07d62hazMzM9vUOQHeNPXMPe8FzC0pnwX0aty7W8Y04ExgvKT8nSOWA51zr3eoYez3gLeqxDov30ZSZ7JtEI1uBl4C+kTE1sBlgHLlI4BjJe0H7AHcX2WsRvcD+0raG/gqMLKGNmZmZlYQToA3TedK2jFdgHYZMLqkfCJZ4nmdpC3TRXKfz1eIiFGp7WOSeqfDfwP6S+olqStwaZmxT5O0Z0pkBwL3RMSaKrHeA3xV0hfSxW0DWfvnbitgCbBM0u7AOSVxzgaeJVvFvTci3qkyVmOblWncO4GJEfFGU23MzMysOJwAb5ruBB4FXk+Pq/OFKSE9mmyrwxvAbLILwSipN4wsIX1cUkNE/IksmX4BmEx2IV2p4cBQYD7QCTi/WqARMRU4N8U8D1iY4ml0EXAqsBS4lY8m85BtadiHdbuQbX3amJmZWQEoIuodg60DSTOAsyPisTqMPQEYERG3tfC4/cm2QjRExPtN1U9tepFtrdghIpbU0mbzbn2i2xnZ3dJmXHfUekZrZmZmrYGkyRHRt1yZV4CtVZPUEbgAuG0dkt92wIXAXbUmv2ZmZlYc/lXItsEkDSC7fVmpmRGx1wb0uwcwCZhCdtFe4/FewIsVmu0FTCW7Q8UR6zu2mZmZtV1OgDcxEdFQx7EPqXB8JBvhTgsRMQ3YsszxN4AuVZpWKzMzM7OC8xYIMzMzMysUJ8BmZmZmVijeAmGW7NOjK5N89wczM7M2zyvAZmZmZlYoToDNzMzMrFCcAJuZmZlZoTgBNjMzM7NCcQJsZmZmZoXiBNjMzMzMCsUJsJmZmZkVihNgMzMzMysUJ8BmZmZmVihOgM3MzMysUJwAm5mZmVmhOAE2MzMzs0JxAmxmZmZmheIE2MzMzMwKxQmwmZmZmRWKE2AzMzMzKxQnwGZmZmZWKE6AzczMzKxQnACbmZmZWaEoIuodg1mrIGkp8HK942iFtgPeqncQrZDnpTLPTXmel/I8L+V5Xspbl3nZKSI+Ua6gQ/PFY7bJezki+tY7iNZG0iTPy0d5Xirz3JTneSnP81Ke56W85poXb4EwMzMzs0JxAmxmZmZmheIE2OxDg+sdQCvleSnP81KZ56Y8z0t5npfyPC/lNcu8+CI4MzMzMysUrwCbmZmZWaE4ATYzMzOzQnECbIUnaVtJ90laLmmmpFPrHVO9Sdpc0u1pPpZKel7SkfWOqzWR1EfSSkkj6h1LayLpZEnT0r+n1yT1q3dM9SapQdLDkhZKmi9pkKTC3YZU0nmSJkl6V9LQkrJDJb0kaYWk/5a0U53CbHGV5kXS5yT9SdK/JC2QNEZStzqG2qKq/bzk6vyHpJB02Lr27wTYDG4CVgHbAwOAmyXtVd+Q6q4DMAs4GOgK/Ay4W1JDHWNqbW4Cnq13EK2JpH8DfgmcCWwF9Ader2tQrcPvgH8C3YD9yf5dfb+uEdXHXOBq4Pf5g5K2A8aSvc9sC0wCRrd4dPVTdl6Aj5Fd8NUA7AQsBYa0aGT1VWleAJDUGzgBmLc+nRfuE6hZnqQtgeOBvSNiGfCUpD8A3wQuqWtwdRQRy4ErcofGSZoOfAaYUY+YWhNJJwOLgP8H7FLncFqTK4GBEfHX9HpOPYNpRT4FDIqIlcB8SY8AhfuQHRFjAST1BXbMFR0HTI2IMan8CuAtSbtHxEstHmgLqzQvETE+X0/SIODPLRtd/VT5eWk0CLiY7APmOvMKsBXdrsCaiHgld2wKBfzPqRpJ25PN1dR6x1JvkrYGBgI/rncsrYmk9kBf4BOSXpU0O33Vv0W9Y2sFbgBOltRZUg/gSOCROsfUmuxF9r4LfPAB/DX8PlyqP34PBkDSN4BVEfHw+vbhBNiKrguwuOTYYrKvbw2Q1BEYCQwrwmpMDa4Cbo+IWfUOpJXZHuhI9pVkP7Kv+j8NXF7PoFqJP5Mlc0uA2WRf8d9f14haF78PN0HSvsDPgZ/UO5Z6k9QFuBb44Yb04wTYim4ZsHXJsa3J9loVnqR2wHCyPdLn1TmcupO0P3AY8L/rHUsr9E7687cRMS8i3gJ+A3yljjHVXfo39EeyPa5bAtuR7e38ZT3jamX8PlyFpF2A8cAFEfFkveNpBa4EhkfE9A3pxAmwFd0rQAdJfXLH9sNfMyFJwO1kK3vHR8R7dQ6pNTiE7IKUNyTNBy4Cjpf0XD2Dag0iYiHZ6qZ/u9LatgV6ku0Bfjci3ia7kKnQHwxKTCV73wU+uDajN34fJt0N4zHgqogYXu94WolDgfPTHVXmk/37ulvSxevSiRNgK7S012wsMFDSlpI+DxxLtupZdDcDewBHR8Q7TVUuiMFk/zHvnx63AA8Bh9czqFZkCPADSZ+U9DGyryjH1Tmmukor4dOBcyR1kLQNcAa5Pa9Fkc6/E9AeaC+pU7od3H3A3pKOT+U/B14oyparSvOS9os/DtwUEbfUN8qWV+Xn5VBgbz58H54LfJfszjw1cwJslt2OaAuy2xSNAs6JiEKvPKRVh++SvbnMl7QsPQbUObS6iogVETG/8UH21e3KiFhQ79haiavIbg33CjANeB64pq4RtQ7HAUcAC4BXgdXAj+oaUX1cTrZV5hLgtPT88vTv53iyn5WFwGeBk+sVZB2UnRfgbGBn4D9y78HL6hdmi6v08/J2yfvwGmBhupNTzRThb6vMzMzMrDi8AmxmZmZmheIE2MzMzMwKxQmwmZmZmRWKE2AzMzMzKxQnwGZmZmZWKE6AzczMzKxQnACbmVmLk9RZ0j2SFksKSQ0Vjk2QNKjGPhtSu74bO/6NZV3O18zWnxNgMzP7gKTtJd0g6TVJ70qaI2m8pOb+1b1nAf2BLwDdgFkVjh0HXFpjn7NSu781Z6BOSs3ang71DsDMzFoHSQ3AX4ClZEnnFLKFkkPJfu1zr2YcbhdgWkT8PTf+R44B/6q1w4hYA8xvvhDNrK3yCrCZmTX6HSCgb0TcHREvR8S0iBgE7NdYSVIvSfdJWpoeYyXtmO9I0tGSJktaKWm6pGskbZbKJgAXAP3TloUJ5Y411s2vvkraTNK1kmamFerXJZ2fyj6yBULSnpIeSnH+U9IoSTvkyodKGifpgrTavVDSEEmdG8uBg4FzU9+RPiisRdJ3Jb0pqUPJ8TslPZCe95b0gKT5kpZLek7SV6v9hUiaIemikmPl5uSXkmanfp+VdHi1fs2KzgmwmZkhaVvgCGBQRCwrLY+IhamegPuB7YEvAV8EugP3pzJS8jUSGATsRba14QTg2tTdccAQ4GmyLQvHVThWzjDgdOBCYA/g28CiCufUDXgC+AdwEHAY0AX4g6T8/3/9gL1T+UnA18mScdKfT6fYuvHh1oxSdwPbpD4ax98SOBYYkQ51AcYD/0b2geJeYKyk3Suca62GkCXppwL7kM3Rg5L2q9rKrMC8BcLMzCDbkiBgWhP1DiNL3npHxAwASacCr5JtlXgM+Cnwq4gYktq8JuliYISkn0TEvyStAFZFxAdbFsody5PUBzgZODIiHkmHX68S6znAlIi4ONfH6WTbKvoCE9PhJcA5EbEamCZpTDqXX0TEYkmrgBWV4oLsA4Kkh4EBQGNsXwdWAw+mOlPItpU0ukbS0WQfDq6uch4VSeoNnAI0RMQb6fAgSYcB3wW+vz79mrV1ToDNzAyy5LcWewBzG5NfgIh4XdJcYE+yBPgzwEEp6W3UDtgC2AGYt54xfhp4H/jvGut/hmxLxUdWtIHefJgAv5iS30Zzgc+uR3wjgKGSOkfECrJk+J6IWAkfrAj/B/BVspXkjkAn4IX1GKvRAWR/dy+mBfhGmwOPb0C/Zm2aE2AzMwP4HyDIEtz7qtRTqldO4/F2wJXAmDJ1FqxvgNSepDdqBzwEXFSm7M3c8/dKyoL12yI4jmzF91hJ/5dstfzLufL/IttmchHZfK8A7gA2q9Ln+3z0vDvmnrdL8R7IR8/jnXWM36wwnACbmRlpW8IfgfMk3Vi6D1jSNhGxCHgR6CGpIbcFYmeyfcAvpurPAbtHxKvNHOZzZAnfF/lwm0FT9U8EZkZEaXK4LlYB7ZuqFBHvSrqHbOV3O7I7Uvw5V+ULwB0RcS+ApE5kK9GvVOl2AdlqMbk2uwPPp0PPkyXIO0RErSvjZoXni+DMzKzR98mSqUmSviFpN0m7SzqHD7+mf4xsH+tISZ9Jd1wYSZZsNn7lPhA4VdJASXunPk6Q9J8bElxE/A/ZxWa3STpe0qck9ZP0zQpNbgK6AqMlfVbSzpIOkzRY0lbrMPQMsi0dDZK2K7mArtQI4HDge8CdEfF+ruwV4OuSDpC0T6rbqYmxHwcGSDpE0l7A78mtAEfEK2TzPzTN8c6S+kq6SFKlCwnNCs8JsJmZARAR08n2lP4J+CVZ0vs4cAzZBVVERABfI1uZnEC2H3c+8LVURkT8ETiKbKV2YnpcArzBhjsduBO4EXgJGEqW5JY7n7nA58m2ETwCTCVLit9Nj1r9F9kq8Itk513tfshPAHPI9kOPKCm7EPgn8CTZ3SD+mp5X8wuyv4MHgEeBp8g+bOSdSXYniP8km5NxZL9QZGYTfZsVltL7lZmZmZlZIXgF2MzMzMwKxQmwmZmZmRWKE2AzMzMzKxQnwGZmZmZWKE6AzczMzKxQnACbmZmZWaE4ATYzMzOzQnECbGZmZmaF4gTYzMzMzArl/wP26e+aDbDIVQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 648x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Feature importance\n",
    "\n",
    "# Sort indices of the features by their importance \n",
    "ind = np.argsort(np.abs(vaex_model.model.coef_))\n",
    "# Sort the coefficients \n",
    "coef_ = np.abs(model.coef_[ind])\n",
    "# Sort the features\n",
    "features_ = np.array(features)[ind]\n",
    "\n",
    "# Plot the feature importance\n",
    "n_features = len(coef_)\n",
    "\n",
    "plt.figure(figsize=(9, 8))\n",
    "plt.barh(y=range(n_features), width=coef_)\n",
    "plt.yticks(ticks=range(n_features), labels=features_)\n",
    "plt.title('Feature importance', fontsize=16)\n",
    "plt.xlabel('Coefficient value')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What about production?\n",
    "\n",
    "We can make use of the fact that in `vaex`, a filtered DataFrame actually still contains all the data, plus an expression that defines which rows are filtered out and which are not. While in NumPy or Pandas you can only filter our _more_ rows, in `vaex` you can actually get rows back by using the \"or\" operator in a filter.\n",
    "\n",
    "The following is an example on how to you can do exactly this. We add a variable called \"production\" to the training DataFrame and set its value to `False`. Then we add an additional filter, which in this case is just the value of the variable. However, now we use \"or\", instead of the default \"and\" operator which is used when you do e.g. `df3 = df2[df2.x<5]`. The idea is simple: if this last filter is set to `False`, it will have no effect on any other filters since its mode of operation is \"or\". If it is set to `True` however, by modifying the \"production\" variable, it will invalidate all other filters, thus any data point can pass through.\n",
    "\n",
    "This shows another powerful feature of `vaex`: because even filtering is based on expressions, we can build a single flexible \"pipeline\", instead of multiple explicit pipelines, which are cumbersome to create."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:26:22.557998Z",
     "start_time": "2020-01-22T10:26:21.916450Z"
    }
   },
   "outputs": [],
   "source": [
    "# Add variable name production with its value set to False for the training set\n",
    "df_train.add_variable('production', False)\n",
    "\n",
    "# Add an additional filter\n",
    "df_train = df_train.filter('production', mode='or')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:26:27.919027Z",
     "start_time": "2020-01-22T10:26:22.559406Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of samples in the test set in \"production mode\" is 146,112,990.\n"
     ]
    }
   ],
   "source": [
    "# Again, get the latest state from the training dataset\n",
    "state = df_train.state_get()\n",
    "# Apply it to the test set\n",
    "df_test_prod.state_set(state)\n",
    "# Immediately change the \"production\" variable value to \"True\", before the filters are evaluated\n",
    "df_test_prod.variables['production'] = True\n",
    "# Check the length of the test DataFrame in this case\n",
    "print(f'Number of samples in the test set in \"production mode\" is {len(df_test_prod):,}.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let check the mean absolute error of the test set in this case."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T10:26:47.662656Z",
     "start_time": "2020-01-22T10:26:27.921185Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The mean absolute error of the test set in \"production mode\" is 13.3 minuts.\n"
     ]
    }
   ],
   "source": [
    "# Calculate the mean absolute error\n",
    "test_mae_prod = df_test_prod.mean(np.abs(df_test_prod.pred_final - df_test_prod.trip_duration_min))\n",
    "\n",
    "print(f'The mean absolute error of the test set in \"production mode\" is {test_mae_prod:.3} minuts.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The mean absolute error is much worse in this case. This is expected, since in this case the model is predicting outcomes for cases it was not trained for.\n",
    "\n",
    "By combining computing capabilities of `vaex` and the on-line models from `scikit-learn`, one can easily create and iterate over models that are trained on billions of samples in a very short amount of time, even on a laptop. The model created in this notebook is far from perfect, but with `vaex` you can efficiently and easily create new features, try different model parameters, and calculate various model diagnostics. How much can you improve on this result?"
   ]
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